{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0129412,0.00003997344,0.0002802599,0.0001371515,0.0003108399,0.00005310192,0.0001871007,0.0001249766,0.00006685925],"category_scores_gemma":[0.001568613,0.00004721016,0.0002040297,0.000406445,0.0009351165,0.0003487946,0.00005145877,0.0005820681,0.000001685082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005504564,"about_ca_system_score_gemma":0.0008075273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001575107,"about_ca_topic_score_gemma":0.00004255588,"domain_scores_codex":[0.9977106,0.0002257989,0.0003508377,0.0000774671,0.001368421,0.0002668836],"domain_scores_gemma":[0.9977449,0.001418881,0.000188931,0.00004069711,0.0004206684,0.0001859483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0000701459,0.0001606669,0.2737173,0.0001924114,0.000136699,0.001041532,0.01345235,0.000007813026,0.0006287829,0.0009277189,0.4610561,0.2486085],"study_design_scores_gemma":[0.001704127,0.000132016,0.5588944,0.01076217,0.0001385796,0.002615066,0.207648,0.000001127733,0.002320904,0.02461339,0.190543,0.0006271934],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865133,0.008367909,0.00002168061,0.003408238,0.0004469447,0.00003136853,0.000004362161,0.000005505818,0.001200651],"genre_scores_gemma":[0.9492728,0.04977946,0.0000895222,0.0002363362,0.0004988065,2.374666e-7,6.108781e-7,0.000004105059,0.0001181045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2851771,"threshold_uncertainty_score":0.4485189,"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."}}