{"id":"W1570811136","doi":"10.25011/cim.v33i2.12345","title":"Effect of US State Certificate of Need regulation of operating rooms on surgical resident training","year":2010,"lang":"en","type":"article","venue":"Clinical and investigative medicine","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Health care; Surgical procedures; Surgery; General surgery; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002200268,0.0001110951,0.0001396473,0.0007241205,0.0005541864,0.0009097609,0.0005638925,0.0004344838,0.001702349],"category_scores_gemma":[0.01352093,0.0001659524,0.0003498551,0.0008981302,0.000919664,0.0003861928,0.001027862,0.0005684979,0.0001073307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002333592,"about_ca_system_score_gemma":0.00267385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03501396,"about_ca_topic_score_gemma":0.04767607,"domain_scores_codex":[0.9974279,0.000923967,0.0002052405,0.0002776725,0.0006801531,0.0004851457],"domain_scores_gemma":[0.977779,0.005509477,0.0116154,0.0008968912,0.001967245,0.00223207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008713389,0.0001346961,0.9956415,0.000007448604,0.00001969255,0.00004220807,0.0001151241,0.0002735358,0.0002078251,0.0001642684,0.0003257016,0.002980908],"study_design_scores_gemma":[0.000002339488,0.00007800345,0.9990991,0.000007767449,0.000007400761,0.00003223988,0.0001572225,0.0002428483,0.0001075501,0.00002001741,0.0002427904,0.00000263679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981099,0.0000693305,0.000151938,0.000226756,0.00001329817,0.00001183626,0.0001582935,0.000007303284,0.001251311],"genre_scores_gemma":[0.9995289,0.0000308308,0.00006416009,0.00008048905,0.000007787853,0.000007467752,0.0001465337,0.000001880301,0.0001319861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03501396,"threshold_uncertainty_score":0.06962031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2630197668937464,"score_gpt":0.4085698217278834,"score_spread":0.145550054834137,"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."}}