{"id":"W3107605217","doi":"10.1111/yrev.13684","title":"The merits of imperfection","year":2020,"lang":"en","type":"article","venue":"The Yale Review","topic":"Philosophy and History of Science","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Novelis (Canada)","funders":"","keywords":"Conversation; Citation; Lien; National library; Computer science; Library science; Philosophy; Linguistics; Law; Political science","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":[0.02132876,0.000592732,0.001846981,0.003750407,0.004225438,0.009896732,0.002251708,0.01083286,0.0102717],"category_scores_gemma":[0.05468095,0.0005586322,0.0006552269,0.003106875,0.05075845,0.02258376,0.006251794,0.01438326,0.001586132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00529834,"about_ca_system_score_gemma":0.008564336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0101654,"about_ca_topic_score_gemma":0.0105619,"domain_scores_codex":[0.989745,0.004994532,0.0004039659,0.001111696,0.002846203,0.0008986819],"domain_scores_gemma":[0.9651924,0.02338958,0.001619117,0.0044731,0.00418007,0.001145625],"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":[0.00002696934,0.000006612596,0.0001539157,0.0001349925,0.00002214601,0.00004657855,0.0004488941,0.0001152146,0.0000144029,0.9395569,0.0470614,0.01241191],"study_design_scores_gemma":[0.00001974545,0.000005302246,0.0002274636,0.0004643433,0.00001333548,0.00002775747,0.0004059901,0.00006716172,0.00002184485,0.8679397,0.1307984,0.000009150493],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00437976,0.2169059,0.002849478,0.6248747,0.01031876,0.00001692081,0.0002279199,0.00005133724,0.1403753],"genre_scores_gemma":[0.39891,0.1710043,0.00266892,0.332061,0.0539865,0.0001482209,0.0002534399,0.0002751072,0.04069255],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02132876,"threshold_uncertainty_score":0.1127986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08941589074757325,"score_gpt":0.2396308726870621,"score_spread":0.1502149819394889,"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."}}