{"id":"W4255520195","doi":"10.1002/bjs.4729","title":"Society of Academic and Research Surgery","year":2004,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Ontario Institute for Cancer Research; University of Toronto","funders":"","keywords":"Medicine; General surgery; MEDLINE","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":[0.001049696,0.0005175553,0.0005983437,0.003336544,0.0009426501,0.001460926,0.0004590332,0.0006697777,0.1050409],"category_scores_gemma":[0.00420865,0.0001771781,0.0003749057,0.002007599,0.0004344091,0.0003657887,0.001179974,0.0009769649,0.02891894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140745,"about_ca_system_score_gemma":0.002512796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002206968,"about_ca_topic_score_gemma":0.004576684,"domain_scores_codex":[0.998035,0.0003372781,0.0002006009,0.0001885622,0.0007740846,0.0004645236],"domain_scores_gemma":[0.9959111,0.0002931842,0.0003610724,0.0001735106,0.00133031,0.001930861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002434351,0.0007783409,0.1177224,0.000656501,0.0002784688,0.001685025,0.0005969785,0.0003564728,0.01849835,0.01387367,0.4015309,0.4415885],"study_design_scores_gemma":[0.0002041363,0.000853356,0.3390468,0.0001383454,0.00008419595,0.004967969,0.0004134374,0.000495187,0.002101818,0.002231424,0.6494097,0.00005365225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2399904,0.02803861,0.002851699,0.02564709,0.01695751,0.0003867307,0.008921198,0.0009973688,0.6762094],"genre_scores_gemma":[0.5459265,0.01091762,0.00329174,0.002130185,0.009036924,0.0003453893,0.005070723,0.0001722801,0.4231087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1050409,"threshold_uncertainty_score":0.3513969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1632776747452729,"score_gpt":0.3707554306952715,"score_spread":0.2074777559499986,"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."}}