{"id":"W2082595784","doi":"10.1016/j.jamcollsurg.2003.07.015","title":"“And Doctor, no residents please!”","year":2003,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Hospital for Sick Children","funders":"","keywords":"Medicine; Family 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":[0.0006751836,0.00009434838,0.0003848026,0.000241707,0.0001133502,0.00001796041,0.000235726,0.00003128084,0.00005357812],"category_scores_gemma":[0.0007177411,0.00006244856,0.0001307255,0.0006015172,0.0001911241,0.0001935633,0.00007377051,0.0001747111,0.00001413779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002566628,"about_ca_system_score_gemma":0.00009789707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0025146,"about_ca_topic_score_gemma":0.0002745742,"domain_scores_codex":[0.9989462,0.00004726022,0.0004789884,0.00008450715,0.0002570157,0.0001859755],"domain_scores_gemma":[0.9981647,0.00008784683,0.00118815,0.0002045393,0.0003337865,0.00002101591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001699089,0.0001782673,0.7789263,0.0002629574,0.0001978657,0.000150515,0.00002256839,0.000008593428,0.001419382,0.1191212,0.09529004,0.004252485],"study_design_scores_gemma":[0.0006096709,0.00007331289,0.2313566,0.0002087397,0.00006380585,0.000190712,0.0007434457,0.00002265009,0.000136661,0.003380578,0.763054,0.0001598629],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887871,0.0001479711,0.00001296534,0.003878357,0.0007187287,0.0001015683,0.000007427262,0.000009927001,0.006336008],"genre_scores_gemma":[0.9985443,0.00004920398,0.0001310177,0.0004890152,0.0001543647,0.000001105023,8.953073e-8,0.00001182964,0.0006191199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6677639,"threshold_uncertainty_score":0.380134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342631086535096,"score_gpt":0.2393733260765757,"score_spread":0.2259470152112247,"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."}}