{"id":"W2315122763","doi":"10.1503/cjs.002416","title":"Dr. William Waugh (1851–1936): promoter of change in nineteenth century medical education and practice","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Criticism; Medical practice; Clinical Practice; Classics; Medical education; Management; Family medicine; Law; History; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009134767,0.00006231512,0.0001728751,0.0003894902,0.00008468959,0.00002084194,0.00007021916,0.00005163116,0.00370709],"category_scores_gemma":[0.002086915,0.00004262762,0.00003811035,0.00006333655,0.0003817179,0.0005249337,0.00000455825,0.0001360744,0.000004019132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008035672,"about_ca_system_score_gemma":0.002439423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002152407,"about_ca_topic_score_gemma":0.01664113,"domain_scores_codex":[0.9990773,0.00008587828,0.00042145,0.00006528404,0.0001983965,0.0001517443],"domain_scores_gemma":[0.9986864,0.0003604646,0.000252831,0.0000676666,0.0002584697,0.0003741145],"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":[0.00008297826,0.0003559667,0.0300568,0.0001768114,0.00008235055,0.0002985154,0.0461801,3.347271e-8,0.00005035174,0.08774296,0.4647564,0.3702168],"study_design_scores_gemma":[0.0001188994,0.00002936269,0.00535756,0.0005770849,0.00001020452,0.00007939076,0.0005295771,5.303731e-7,0.000006407852,0.0002481871,0.9929821,0.00006065431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8579454,0.008523267,0.00001835748,0.09631518,0.008041219,0.00023777,0.00006132226,0.000007799174,0.02884965],"genre_scores_gemma":[0.9954727,0.0003157609,0.00001986122,0.002231217,0.001012845,0.000004016112,0.000004067188,0.000007725345,0.0009317807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5282257,"threshold_uncertainty_score":0.9972036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1001964946273733,"score_gpt":0.2769211069508968,"score_spread":0.1767246123235235,"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."}}