{"id":"W2062496430","doi":"10.1007/s00540-006-0419-4","title":"Mean operating room times differ by 50% among hospitals in different countries for laparoscopic cholecystectomy and lung lobectomy","year":2006,"lang":"en","type":"article","venue":"Journal of Anesthesia","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Pain medicine; Anesthesiology; Laparoscopic cholecystectomy; Cholecystectomy; General surgery; Anesthesia; Lung; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0007698987,0.0001930583,0.0003484184,0.0006188652,0.000350328,0.0006653938,0.0002758574,0.0005189345,0.002597018],"category_scores_gemma":[0.005265064,0.0003217591,0.0009839827,0.0009588808,0.0002598575,0.0004554181,0.0005843644,0.0005186929,0.0004786439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000517825,"about_ca_system_score_gemma":0.0006493553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005358852,"about_ca_topic_score_gemma":0.01376524,"domain_scores_codex":[0.9991205,0.0002780906,0.00008734218,0.0001148917,0.0001016619,0.0002974803],"domain_scores_gemma":[0.9938594,0.002712033,0.002095232,0.0003147137,0.0004387802,0.0005799501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007521626,0.00007760143,0.985056,0.00002408329,0.0002966073,0.0001095634,0.0001553042,0.000853955,0.001776184,0.0000878456,0.0008046522,0.01000606],"study_design_scores_gemma":[0.00001732231,0.00009176743,0.9983479,0.000004050494,0.00004502472,0.0001382238,0.0003739545,0.0003869471,0.000286429,0.00005756043,0.0002439989,0.000006817674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983612,0.0002197566,0.0003176863,0.0001656537,0.00001726051,0.000005048571,0.0003035205,0.00001333711,0.0005964813],"genre_scores_gemma":[0.9988899,0.00006986415,0.0003059014,0.0001056355,0.00001012419,0.000005867604,0.0003778909,0.00000887146,0.000226052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005358852,"threshold_uncertainty_score":0.01065528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01137232016922824,"score_gpt":0.324126234472046,"score_spread":0.3127539143028177,"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."}}