{"id":"W1843850325","doi":"10.7554/elife.07158","title":"Theory, models and biology","year":2015,"lang":"en","type":"editorial","venue":"eLife","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Mathematical and theoretical biology; Systems biology; Computational biology; Biology; Cognitive science; Computer science; Bioinformatics; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006598668,0.002058063,0.002404692,0.002377945,0.001640606,0.006978175,0.003871577,0.008038996,0.007780728],"category_scores_gemma":[0.01850119,0.0008255517,0.001650324,0.001520748,0.01119592,0.008101643,0.002477119,0.02118935,0.002825417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005455576,"about_ca_system_score_gemma":0.003890967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002512971,"about_ca_topic_score_gemma":0.003654286,"domain_scores_codex":[0.9954408,0.002035112,0.0002846343,0.0004407132,0.001580205,0.000218526],"domain_scores_gemma":[0.9857829,0.01138482,0.0004257322,0.0005413074,0.001304371,0.0005608719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002095552,0.00001442268,0.0000512339,0.000667589,0.00005874405,0.00008057449,0.0001165828,0.0007333586,0.00007823666,0.2261137,0.7534353,0.01862947],"study_design_scores_gemma":[0.00002026303,0.000008575367,0.00005820688,0.0003784193,0.00001925267,0.0001104343,0.00005261292,0.0009031965,0.0000443679,0.3438522,0.654535,0.00001754574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0002948801,0.1991943,0.01293312,0.4388549,0.3308451,0.00002028736,0.0002117679,0.0002559262,0.01738972],"genre_scores_gemma":[0.01725537,0.2020136,0.006065786,0.1188664,0.6248015,0.0001784816,0.0003023776,0.0003566837,0.03015991],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.008038996,"threshold_uncertainty_score":0.03958321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648176819055973,"score_gpt":0.2799730371708709,"score_spread":0.2634912689803112,"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."}}