{"id":"W2924381899","doi":"10.1016/bs.mcb.2019.03.007","title":"The causes of things","year":2019,"lang":"en","type":"article","venue":"Methods in cell biology","topic":"Developmental Biology and Gene Regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Biology; Perspective (graphical); Sea urchin; Zoology; Ecology; Evolutionary biology; Fishery","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":[0.002978374,0.0005546784,0.000589299,0.001375985,0.002516428,0.004052186,0.001003219,0.002180008,0.01532583],"category_scores_gemma":[0.009829437,0.0004662565,0.0008543676,0.001060915,0.01440427,0.007181684,0.003281328,0.004287225,0.0028235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001717803,"about_ca_system_score_gemma":0.001452675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001101548,"about_ca_topic_score_gemma":0.001274978,"domain_scores_codex":[0.9972594,0.0008913312,0.0001165621,0.0006087348,0.0007839863,0.0003399848],"domain_scores_gemma":[0.9951119,0.001846534,0.0003959283,0.001721856,0.0006442653,0.000279494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001022068,0.000006867589,0.0004838563,0.00005144545,0.00001301139,0.00006190009,0.0006182466,0.000158846,0.0002629049,0.9885987,0.004609382,0.005124655],"study_design_scores_gemma":[0.000008952681,0.000009399283,0.0007229086,0.00005271612,0.00001334147,0.0001642233,0.000552203,0.0002834417,0.0004699624,0.9162793,0.08142966,0.00001401269],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06402193,0.02184767,0.1177823,0.08811836,0.006780162,0.0001824367,0.00134767,0.0008090034,0.6991104],"genre_scores_gemma":[0.8807545,0.008270455,0.02394225,0.008645365,0.001938342,0.0004103174,0.0006643482,0.0003982394,0.07497622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01532583,"threshold_uncertainty_score":0.05126995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318075440060677,"score_gpt":0.3422363667196698,"score_spread":0.329055612319063,"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."}}