{"id":"W2145000359","doi":"10.1371/journal.pbio.1001638","title":"The COMBREX Project: Design, Methodology, and Initial Results","year":2013,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":152,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Toronto","funders":"National Institute of General Medical Sciences","keywords":"Biology; Evolutionary biology; Computational biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005291591,0.0001270176,0.0001388606,0.00002146995,0.0001711933,0.00003552596,0.0002036304,0.0002459747,0.00000668574],"category_scores_gemma":[0.0002500543,0.00008001691,0.00003384998,0.00004145772,0.0003194381,0.000002782719,0.0002000662,0.000124071,0.00002564638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004075796,"about_ca_system_score_gemma":0.00004869389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005406103,"about_ca_topic_score_gemma":0.00002211484,"domain_scores_codex":[0.9989094,0.0002826682,0.0002605906,0.0002224833,0.00003060054,0.0002942157],"domain_scores_gemma":[0.9992777,0.0002189333,0.00009937278,0.0002863571,0.00006854687,0.00004914847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001145178,0.0001476256,0.0007643215,0.00004250009,0.0006672941,0.000002889631,0.0007026275,0.00002124056,0.6307714,0.008859131,0.1384554,0.2184204],"study_design_scores_gemma":[0.007953672,0.007164935,0.004818082,0.00004705859,0.0001861085,0.0003459052,0.001545519,0.01317284,0.1971297,0.09727409,0.6683533,0.002008708],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8076552,0.01059472,0.1341001,0.01117679,0.001884798,0.005401553,0.0002066025,0.0001402915,0.02883993],"genre_scores_gemma":[0.9771807,0.0008173887,0.0193516,0.001327206,0.0004472821,0.0001543045,0.0001512692,0.00001909764,0.0005511957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5298979,"threshold_uncertainty_score":0.3262995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0805212165729617,"score_gpt":0.3128428915551194,"score_spread":0.2323216749821577,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}