CompaRNA - on-line benchmarks of RNA structure prediction methods

Laboratory of Structural Bioinformatics @ Adam Mickiewicz University in Poznan

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Overview

Metric	Carnac(20)		MaxExpect
MCC	0.558	>	0.415
Average MCC ± 95% Confidence Intervals	0.553 ± 0.023	>	0.416 ± 0.027
Sensitivity	0.348	<	0.406
Positive Predictive Value	0.895	>	0.424
Total TP	12872	<	15020
Total TN	104356083	>	104335019
Total FP	2613	<	22934
Total FP CONTRA	170	<	3099
Total FP INCONS	1341	<	17328
Total FP COMP	1102	<	2507
Total FN	24092	>	21944
P-value	3.56938820447e-08

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Performance plots

Comparison of performance of Carnac(20) and MaxExpect. Positive Predictive Value (PPV) is plotted against sensitivity. Each dot represents a single test of each method. See tables below for raw data (individual counts for Carnac(20) and MaxExpect).
Average Matthews Correlation Coefficients (MCC) with 95% confidence intervals (CIs) were plotted for different RNA families, for which at least 3 members were present in the benchmarking dataset. 'n' denotes the number of MCCs used to calculate the average and CI. See tables below for raw data (individual counts for Carnac(20) and MaxExpect).
Comparison of average Matthews Correlation Coefficients (MCCs) for Carnac(20) and MaxExpect. The whiskers correspond to 95% confidence intervals (CIs). 'n' denotes the number of MCCs used to calculate average MCCs and CIs. See tables below for raw data (individual counts for Carnac(20) and MaxExpect).

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Performance of Carnac(20) - scored higher in this pairwise comparison

1. Total counts & total scores for Carnac(20)

Total Base Pair Counts
Total TP	12872
Total TN	104356083
Total FP	2613
Total FP CONTRA	170
Total FP INCONS	1341
Total FP COMP	1102
Total FN	24092

Total Scores
MCC	0.558
Average MCC ± 95% Confidence Intervals	0.553 ± 0.023
Sensitivity	0.348
Positive Predictive Value	0.895
Nr of predictions	77

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2. Individual counts for Carnac(20) [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
CRW_00024	SSU_rRNA_archaea links to Rfam database...	0.74	0.59	0.94	270	1085313	35	5	13	17	188
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.56	0.35	0.90	166	1142131	28	4	15	9	308
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.62	0.43	0.91	202	1170992	29	3	18	8	268
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.62	0.42	0.91	191	1107607	23	4	14	5	265
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.95	204	1172532	17	3	7	7	269
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.63	0.42	0.94	199	1181742	19	2	10	7	277
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.69	0.51	0.94	234	1109056	28	2	13	13	223
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.62	0.43	0.92	198	1178664	29	0	18	11	267
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.71	0.53	0.95	246	1136018	21	2	12	7	217
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.93	207	1201802	26	4	12	10	269
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.66	0.46	0.95	216	1152694	16	3	8	5	250
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.69	0.52	0.92	244	1180151	26	4	17	5	227
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.64	0.44	0.93	207	1190974	24	0	15	9	261
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.56	0.36	0.89	158	1082478	26	2	18	6	287
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.52	0.32	0.87	149	1178708	29	3	20	6	324
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.96	204	1208022	12	2	7	3	271
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.66	0.47	0.93	227	1198681	28	3	15	10	251
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.65	0.45	0.93	205	1106108	20	3	12	5	248
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.56	0.35	0.91	168	1218956	27	4	13	10	316
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.68	0.50	0.91	241	1198660	33	4	21	8	237
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.64	0.43	0.97	200	1192533	11	3	4	4	268
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.66	0.47	0.93	212	1112057	22	4	13	5	243
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.94	191	1122548	17	3	9	5	271
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.57	0.35	0.92	156	1085431	16	4	10	2	290
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.60	0.37	0.95	171	1115091	13	2	7	4	286
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.64	0.44	0.93	201	1110578	20	3	13	4	252
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.52	0.29	0.92	130	1130115	15	4	7	4	320
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.68	0.51	0.92	237	1180158	31	3	18	10	227
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.66	0.46	0.96	209	1118042	12	1	8	3	244
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.65	0.45	0.95	209	1145120	17	2	10	5	255
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.53	0.33	0.87	150	1131587	27	3	20	4	306
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.93	188	1118058	18	2	12	4	270
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.58	0.41	0.84	194	1189422	41	5	32	4	282
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.41	0.19	0.86	95	1620790	37	0	15	22	399
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.46	0.25	0.83	131	1762345	56	0	27	29	388
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.55	0.32	0.95	146	1445697	38	0	7	31	316
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.42	0.22	0.81	116	1805806	46	5	23	18	405
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.45	0.23	0.92	113	1627987	32	1	9	22	389
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.34	0.17	0.67	89	1988883	69	3	40	26	428
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.39	0.20	0.76	97	1769893	46	1	30	15	380
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.35	0.17	0.70	88	1892359	50	4	34	12	426
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.48	0.29	0.81	145	1586691	63	2	33	28	353
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.47	0.28	0.79	138	1584915	66	1	36	29	363
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.40	0.23	0.72	114	1615344	78	4	41	33	389
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.49	0.25	0.96	129	1675231	29	0	5	24	378
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.47	0.25	0.87	122	1579613	37	1	17	19	360
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.47	0.27	0.84	135	1640605	54	1	25	28	371
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.48	0.29	0.81	143	1611733	59	1	33	25	353
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.44	0.23	0.84	117	1626166	46	2	21	23	381
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.49	0.26	0.93	140	2126802	50	1	10	39	394
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.30	0.13	0.71	67	1751161	53	2	26	25	448
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.48	0.27	0.83	127	1606375	60	0	26	34	337
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.39	0.19	0.81	94	1615387	42	0	22	20	402
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.38	0.19	0.74	96	1666095	60	1	33	26	399
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.62	0.42	0.91	192	1116554	28	4	15	9	266
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.58	0.35	0.97	156	1094299	10	0	5	5	289
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.55	0.33	0.93	148	1119597	15	1	10	4	304
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.66	0.46	0.93	206	1098682	26	1	14	11	240
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.42	0.20	0.85	100	1666107	41	0	18	23	391
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.46	0.26	0.79	127	1640605	57	4	30	23	356
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.39	0.19	0.79	93	1637028	51	3	21	27	388
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.45	0.24	0.84	117	1638815	55	0	23	32	369
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.48	0.30	0.77	122	945842	42	3	33	6	282
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.61	0.43	0.88	191	1137570	34	1	24	9	256
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.59	0.38	0.90	150	1152755	40	0	16	24	244
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.62	0.42	0.92	196	1118046	27	3	15	9	274
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.60	0.39	0.93	181	1136084	19	3	10	6	283
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.44	0.25	0.76	126	1606363	56	1	38	17	377
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.47	0.25	0.90	125	1593866	44	0	14	30	381
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.47	0.25	0.88	128	1693575	38	0	17	21	387
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.60	0.40	0.92	196	1073633	28	3	13	12	299
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.95	218	1500548	29	3	9	17	317
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.59	0.38	0.92	206	1471246	35	2	16	17	341
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.62	0.40	0.96	226	1606292	20	3	7	10	336
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.58	0.36	0.94	192	1433767	24	1	11	12	348
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.62	0.41	0.93	216	1204895	30	4	13	13	311
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.66	0.48	0.92	234	1118007	37	4	15	18	257

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Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

Total Base Pair Counts
Total TP	15020
Total TN	104335019
Total FP	22934
Total FP CONTRA	3099
Total FP INCONS	17328
Total FP COMP	2507
Total FN	21944

Total Scores
MCC	0.415
Average MCC ± 95% Confidence Intervals	0.416 ± 0.027
Sensitivity	0.406
Positive Predictive Value	0.424
Nr of predictions	77

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2. Individual counts for MaxExpect [ download as .csv ]

RNA Chain	Rfam family	MCC	SENS	PPV	TP	TN	FP	FP CONTRA	FP INCONS	FP COMP	FN
CRW_00024	SSU_rRNA_archaea links to Rfam database...	0.71	0.70	0.71	320	1085152	169	17	112	40	138
CRW_00034	SSU_rRNA_bacteria links to Rfam database...	0.66	0.65	0.66	310	1141844	191	28	134	29	164
CRW_00048	SSU_rRNA_bacteria links to Rfam database...	0.52	0.48	0.57	226	1170816	189	20	153	16	244
CRW_00054	SSU_rRNA_bacteria links to Rfam database...	0.43	0.42	0.44	192	1107377	261	23	224	14	264
CRW_00059	SSU_rRNA_bacteria links to Rfam database...	0.51	0.49	0.54	232	1172316	212	16	182	14	241
CRW_00061	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.45	203	1181497	266	35	218	13	273
CRW_00068	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.45	197	1108869	251	32	207	12	260
CRW_00096	SSU_rRNA_bacteria links to Rfam database...	0.49	0.47	0.52	220	1178453	229	21	186	22	245
CRW_00140	SSU_rRNA_bacteria links to Rfam database...	0.43	0.42	0.44	193	1135835	265	20	230	15	270
CRW_00141	SSU_rRNA_bacteria links to Rfam database...	0.54	0.53	0.55	254	1201566	230	30	175	25	222
CRW_00150	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.46	202	1152479	257	24	216	17	264
CRW_00152	SSU_rRNA_bacteria links to Rfam database...	0.58	0.55	0.60	259	1179986	190	37	134	19	212
CRW_00166	SSU_rRNA_bacteria links to Rfam database...	0.43	0.41	0.46	192	1190777	241	18	209	14	276
CRW_00173	SSU_rRNA_bacteria links to Rfam database...	0.26	0.26	0.27	115	1082230	324	28	283	13	330
CRW_00177	SSU_rRNA_bacteria links to Rfam database...	0.48	0.47	0.50	221	1178440	239	26	193	20	252
CRW_00196	SSU_rRNA_bacteria links to Rfam database...	0.50	0.49	0.51	233	1207782	238	32	188	18	242
CRW_00230	SSU_rRNA_bacteria links to Rfam database...	0.58	0.55	0.60	263	1198489	199	15	159	25	215
CRW_00245	SSU_rRNA_bacteria links to Rfam database...	0.42	0.41	0.43	186	1105895	262	25	222	15	267
CRW_00248	SSU_rRNA_bacteria links to Rfam database...	0.51	0.51	0.51	248	1218656	263	29	208	26	236
CRW_00250	SSU_rRNA_bacteria links to Rfam database...	0.51	0.50	0.51	241	1198458	244	44	183	17	237
CRW_00256	SSU_rRNA_bacteria links to Rfam database...	0.40	0.39	0.41	182	1192293	285	38	227	20	286
CRW_00270	SSU_rRNA_bacteria links to Rfam database...	0.54	0.54	0.55	244	1111842	223	23	177	23	211
CRW_00271	SSU_rRNA_bacteria links to Rfam database...	0.33	0.32	0.34	146	1122327	292	34	244	14	316
CRW_00273	SSU_rRNA_bacteria links to Rfam database...	0.42	0.40	0.45	180	1085197	237	27	197	13	266
CRW_00275	SSU_rRNA_bacteria links to Rfam database...	0.61	0.60	0.62	273	1114831	186	26	141	19	184
CRW_00277	SSU_rRNA_bacteria links to Rfam database...	0.35	0.33	0.37	148	1110390	267	37	220	10	305
CRW_00278	SSU_rRNA_bacteria links to Rfam database...	0.39	0.36	0.42	160	1129876	240	22	198	20	290
CRW_00279	SSU_rRNA_bacteria links to Rfam database...	0.54	0.53	0.56	244	1179977	213	26	169	18	220
CRW_00280	SSU_rRNA_bacteria links to Rfam database...	0.36	0.35	0.37	157	1117836	279	37	230	12	296
CRW_00281	SSU_rRNA_bacteria links to Rfam database...	0.59	0.58	0.60	270	1144891	201	25	155	21	194
CRW_00284	SSU_rRNA_bacteria links to Rfam database...	0.38	0.35	0.41	159	1131368	249	21	212	16	297
CRW_00285	SSU_rRNA_bacteria links to Rfam database...	0.56	0.54	0.58	246	1117835	199	26	153	20	212
CRW_00289	SSU_rRNA_bacteria links to Rfam database...	0.48	0.46	0.50	218	1189213	245	32	190	23	258
CRW_00298	SSU_rRNA_eukarya links to Rfam database...	0.24	0.25	0.24	123	1620380	438	79	318	41	371
CRW_00301	SSU_rRNA_eukarya links to Rfam database...	0.35	0.35	0.35	180	1761991	393	60	272	61	339
CRW_00306	SSU_rRNA_eukarya links to Rfam database...	0.18	0.19	0.18	86	1445370	462	62	332	68	376
CRW_00310	SSU_rRNA_eukarya links to Rfam database...	0.30	0.30	0.30	157	1805427	422	63	303	56	364
CRW_00326	SSU_rRNA_eukarya links to Rfam database...	0.41	0.41	0.42	205	1627618	330	55	232	43	297
CRW_00330	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.32	172	1988480	429	65	298	66	345
CRW_00332	SSU_rRNA_eukarya links to Rfam database...	0.18	0.18	0.17	87	1769512	473	87	335	51	390
CRW_00333	SSU_rRNA_eukarya links to Rfam database...	0.33	0.32	0.35	166	1892006	380	65	248	67	348
CRW_00345	SSU_rRNA_eukarya links to Rfam database...	0.35	0.35	0.36	174	1586388	361	52	257	52	324
CRW_00346	SSU_rRNA_eukarya links to Rfam database...	0.37	0.38	0.37	188	1584581	361	62	259	40	313
CRW_00348	SSU_rRNA_eukarya links to Rfam database...	0.31	0.30	0.33	151	1615043	353	51	258	44	352
CRW_00358	SSU_rRNA_eukarya links to Rfam database...	0.41	0.41	0.42	206	1674869	336	56	234	46	301
CRW_00366	SSU_rRNA_eukarya links to Rfam database...	0.27	0.28	0.26	134	1579236	421	78	305	38	348
CRW_00370	SSU_rRNA_eukarya links to Rfam database...	0.30	0.30	0.30	151	1640256	403	77	282	44	355
CRW_00371	SSU_rRNA_eukarya links to Rfam database...	0.40	0.39	0.42	192	1611452	316	45	221	50	304
CRW_00372	SSU_rRNA_eukarya links to Rfam database...	0.28	0.28	0.27	139	1625798	414	78	291	45	359
CRW_00379	SSU_rRNA_eukarya links to Rfam database...	0.44	0.44	0.43	234	2126414	384	57	248	79	300
CRW_00386	SSU_rRNA_eukarya links to Rfam database...	0.26	0.27	0.25	138	1750712	440	78	328	34	377
CRW_00403	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.31	144	1606062	415	58	264	93	320
CRW_00411	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.34	163	1615021	361	68	251	42	333
CRW_00414	SSU_rRNA_eukarya links to Rfam database...	0.30	0.31	0.30	153	1665712	421	60	300	61	342
CRW_00466	SSU_rRNA_bacteria links to Rfam database...	0.61	0.60	0.62	273	1116325	188	25	142	21	185
CRW_00589	SSU_rRNA_bacteria links to Rfam database...	0.32	0.31	0.34	136	1094057	285	28	239	18	309
CRW_00590	SSU_rRNA_bacteria links to Rfam database...	0.40	0.37	0.43	169	1119363	246	23	201	22	283
CRW_00591	SSU_rRNA_bacteria links to Rfam database...	0.44	0.43	0.44	194	1098463	264	36	210	18	252
CRW_00598	SSU_rRNA_eukarya links to Rfam database...	0.38	0.39	0.38	190	1665724	360	63	248	49	301
CRW_00758	SSU_rRNA_eukarya links to Rfam database...	0.33	0.32	0.34	155	1640308	356	41	262	53	328
CRW_00759	SSU_rRNA_eukarya links to Rfam database...	0.31	0.31	0.30	151	1636649	407	59	286	62	330
CRW_00760	SSU_rRNA_eukarya links to Rfam database...	0.29	0.29	0.28	143	1638449	415	65	298	52	343
CRW_00772	SSU_rRNA_bacteria links to Rfam database...	0.22	0.21	0.23	85	945632	297	29	254	14	319
CRW_00789	SSU_rRNA_bacteria links to Rfam database...	0.37	0.37	0.38	165	1137350	293	39	232	22	282
CRW_00795	SSU_rRNA_bacteria links to Rfam database...	0.35	0.35	0.35	138	1152523	307	34	226	47	256
CRW_00849	SSU_rRNA_bacteria links to Rfam database...	0.58	0.58	0.59	271	1117802	215	14	173	28	199
CRW_00997	SSU_rRNA_bacteria links to Rfam database...	0.44	0.42	0.45	197	1135837	260	32	212	16	267
CRW_01153	SSU_rRNA_eukarya links to Rfam database...	0.30	0.30	0.30	151	1606020	397	56	301	40	352
CRW_01171	SSU_rRNA_eukarya links to Rfam database...	0.33	0.33	0.34	167	1593511	375	57	270	48	339
CRW_01300	SSU_rRNA_eukarya links to Rfam database...	0.35	0.34	0.35	177	1693219	370	60	264	46	338
PDB_00703	SSU_rRNA_bacteria links to Rfam database...	0.57	0.52	0.62	259	1073427	187	20	139	28	236
PDB_00854	SSU_rRNA_bacteria links to Rfam database...	0.58	0.56	0.60	298	1500283	247	21	176	50	237
PDB_01088	SSU_rRNA_bacteria links to Rfam database...	0.33	0.32	0.35	176	1470965	353	46	283	24	371
PDB_01103	SSU_rRNA_bacteria links to Rfam database...	0.63	0.60	0.67	337	1606027	197	18	146	33	225
PDB_01105	SSU_rRNA_bacteria links to Rfam database...	0.57	0.54	0.60	289	1433488	229	24	170	35	251
PDB_01120	SSU_rRNA_bacteria links to Rfam database...	0.43	0.40	0.46	211	1204672	264	28	217	19	316
PDB_01273	SSU_rRNA_bacteria links to Rfam database...	0.45	0.43	0.46	211	1117804	273	31	214	28	280

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Matthews Correlation Coeffient, Sensitivity and Positive Predictive Value have been calculated based on the paper by Gardener & Giegerich, 2004.

Table of contents:

Overview

Performance plots

Performance of Carnac(20) - scored higher in this pairwise comparison

1. Total counts & total scores for Carnac(20)

2. Individual counts for Carnac(20) [ download as .csv ]

Performance of MaxExpect - scored lower in this pairwise comparison

1. Total counts & total scores for MaxExpect

2. Individual counts for MaxExpect [ download as .csv ]