{"id":"W4244091399","doi":"10.1002/bjs.4728","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; University of Toronto; Ontario Institute for Cancer Research","funders":"","keywords":"Medicine; General surgery","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":[0.00133935,0.0005918169,0.0004904481,0.002443715,0.000802001,0.001569634,0.0004840952,0.0007968841,0.1958009],"category_scores_gemma":[0.004520458,0.000197039,0.0003403844,0.001959665,0.0005557484,0.0004734714,0.001683616,0.001149909,0.07296537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001545505,"about_ca_system_score_gemma":0.00368868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003722359,"about_ca_topic_score_gemma":0.009780481,"domain_scores_codex":[0.9982088,0.0003862893,0.00016213,0.000236948,0.0006284345,0.0003775069],"domain_scores_gemma":[0.9951468,0.0003778224,0.0004845355,0.000352359,0.001380759,0.002257723],"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":[0.0003911995,0.0001498147,0.02609615,0.0004234567,0.00007252446,0.0003310512,0.0001968853,0.0002696422,0.0008836291,0.0151887,0.653093,0.302904],"study_design_scores_gemma":[0.00005240179,0.0001424006,0.05582797,0.0001162566,0.00001224891,0.0008924106,0.0001111092,0.0001308973,0.0001133759,0.001470916,0.9411137,0.00001643757],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04878752,0.04880524,0.00253967,0.04512632,0.03234564,0.0002713443,0.0207601,0.0008213122,0.8005429],"genre_scores_gemma":[0.1555657,0.02179367,0.002411492,0.003145361,0.01008634,0.0002604391,0.01085156,0.000176196,0.7957093],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1958009,"threshold_uncertainty_score":0.6550193,"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."}}