{"id":"W2132325454","doi":"","title":"Effects of implementation of an urgent surgical care service on subspecialty general surgery training.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Attendance; Subspecialty; Service (business); Ambulatory; Family medicine; Multidisciplinary approach; Emergency medicine; Medical emergency; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003341248,0.0001022125,0.0003297366,0.0001148008,0.00002700446,0.000005270347,0.00004320907,0.00008075158,0.0003343554],"category_scores_gemma":[0.0001664283,0.00008672578,0.0001205233,0.0002185166,0.0000310376,0.00004973197,0.00001087114,0.0001350538,0.000001596575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002093304,"about_ca_system_score_gemma":0.0000904827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008487907,"about_ca_topic_score_gemma":0.0001522039,"domain_scores_codex":[0.9988611,0.00006340112,0.000340617,0.0001762923,0.0003205971,0.0002379416],"domain_scores_gemma":[0.9988132,0.0004164106,0.0001300348,0.0001491807,0.0001433127,0.0003478416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005657969,0.0002370277,0.04322,0.0002850266,0.00007731229,0.00006875455,0.002074806,0.00001995213,0.0006483572,0.00117987,0.00002255646,0.9516006],"study_design_scores_gemma":[0.003399715,0.00005922431,0.9622322,0.00001410296,0.0000628351,0.000008648092,0.0005202824,0.00005491928,0.02810137,0.00001419979,0.005443256,0.0000892474],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963767,0.00002781051,0.000001046124,0.0001734376,0.0003929569,0.0005703056,0.00001037188,0.00003251313,0.002414849],"genre_scores_gemma":[0.9990317,0.000003613846,0.00005601025,0.0002669675,0.0003693608,0.0001340259,0.0001073494,0.00001478867,0.00001618023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9515113,"threshold_uncertainty_score":0.3660957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04380214087758842,"score_gpt":0.3116272262658313,"score_spread":0.2678250853882429,"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."}}