{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002368294,0.0003300829,0.0002586271,0.0003988787,0.001307319,0.0008445607,0.001390825,0.001016155,0.004726603],"category_scores_gemma":[0.01378356,0.0001945748,0.0007005646,0.0005145356,0.00104744,0.0005766516,0.001750174,0.001465871,0.0002246564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008738579,"about_ca_system_score_gemma":0.01640706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2658126,"about_ca_topic_score_gemma":0.3903344,"domain_scores_codex":[0.9959146,0.001042349,0.000188933,0.0002072282,0.001068838,0.00157805],"domain_scores_gemma":[0.9861077,0.001926012,0.00304595,0.0002742831,0.00183012,0.00681604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009540744,0.0190067,0.7589647,0.001162969,0.000469731,0.0007975242,0.007877347,0.0008997284,0.003355531,0.0004442345,0.007362787,0.190118],"study_design_scores_gemma":[0.0001099203,0.002737812,0.9939856,0.00005326685,0.00003136669,0.00002814866,0.001647088,0.00009656002,0.0001622193,0.00001206773,0.001126073,0.0000100978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963164,0.0002348386,0.00003183561,0.001012644,0.00006086109,0.0001347178,0.000164742,0.00001215245,0.002031793],"genre_scores_gemma":[0.998104,0.0001295345,0.0001902455,0.0005347258,0.00004653816,0.00009979762,0.0001573596,0.000003041278,0.0007348958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2658126,"threshold_uncertainty_score":0.5285307,"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."}}