{"id":"W4234253731","doi":"10.1002/bjs.9129","title":"Society of Academic and Research Surgery","year":2013,"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":"St. Thomas Hospital","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001964896,0.001184329,0.0007660339,0.001904323,0.001327456,0.003244641,0.001114262,0.002018519,0.4536404],"category_scores_gemma":[0.005530481,0.0003710671,0.0007816975,0.001729935,0.0009244512,0.001162263,0.002751064,0.002157412,0.3053918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001616339,"about_ca_system_score_gemma":0.004321576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002093507,"about_ca_topic_score_gemma":0.002878062,"domain_scores_codex":[0.99726,0.0005028591,0.0002627269,0.0005662324,0.0008667926,0.0005413577],"domain_scores_gemma":[0.9947399,0.0004515499,0.0005007284,0.0005516551,0.001706236,0.002049866],"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":[0.0003539526,0.0002846518,0.01004979,0.0009628346,0.00007681352,0.0009071731,0.0001953067,0.0002260329,0.00106321,0.01062274,0.5573003,0.4179571],"study_design_scores_gemma":[0.00008620129,0.0002162872,0.01036369,0.0003733331,0.00001991012,0.002088466,0.0001454084,0.0002533394,0.0002012389,0.002500646,0.9837291,0.00002238013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01320422,0.02790381,0.003060746,0.02871473,0.02917062,0.0003918939,0.006668441,0.0011979,0.8896876],"genre_scores_gemma":[0.05316443,0.01881308,0.002464873,0.006188687,0.008704942,0.0003715396,0.007668269,0.0004260519,0.9021981],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4536404,"threshold_uncertainty_score":0.7793156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550045152248832,"score_gpt":0.3584139477188232,"score_spread":0.20340943249394,"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."}}