{"id":"W2011044726","doi":"10.1142/9789814366496_0017","title":"ON THE COMPLEMENTARITY OF THE CONSENSUS-BASED DISORDER PREDICTION","year":2011,"lang":"en","type":"article","venue":"","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Complementarity (molecular biology); Computer science; Artificial intelligence; Premise; Machine learning; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006247801,0.001154561,0.001797909,0.002212116,0.0008572752,0.001510519,0.001688373,0.001387012,0.00141417],"category_scores_gemma":[0.01808061,0.0004079119,0.0008526634,0.001295853,0.001354349,0.002287197,0.001707713,0.001975332,0.0008382873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014087,"about_ca_system_score_gemma":0.001384466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008221707,"about_ca_topic_score_gemma":0.007848605,"domain_scores_codex":[0.9971866,0.0008734421,0.0001442145,0.0008227247,0.0007186318,0.0002544548],"domain_scores_gemma":[0.9844551,0.01046584,0.001239011,0.0008793325,0.002356573,0.0006040478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008870732,0.000239115,0.04161603,0.0001762717,0.0002307587,0.0002993395,0.0002394397,0.8748164,0.003131599,0.004038727,0.003717632,0.07060761],"study_design_scores_gemma":[0.00001300313,0.00005380645,0.001715907,0.00001330375,0.00001687939,0.00003799048,0.00002110922,0.9949223,0.000574799,0.002433029,0.0001868337,0.0000109622],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6597387,0.002835999,0.328247,0.001699337,0.0001251008,0.000124785,0.0008936531,0.001805844,0.00452958],"genre_scores_gemma":[0.9707122,0.0002477087,0.02613467,0.000268664,0.0000943542,0.00006172581,0.00108867,0.000153047,0.001238976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008221707,"threshold_uncertainty_score":0.03304195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952725003801248,"score_gpt":0.2117010639220365,"score_spread":0.192173813884024,"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."}}