{"id":"W1999854818","doi":"10.1097/00000539-200207000-00032","title":"Sampling Error Can Significantly Affect Measured Hospital Financial Performance of Surgeons and Resulting Operating Room Time Allocations","year":2002,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Confidence interval; Perioperative; Revenue; Variable (mathematics); Finance; Fiscal year; Actuarial science; Surgery; Economics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00125298,0.0002195464,0.0004049326,0.0001644411,0.001743571,0.00003227844,0.0001441249,0.0002311331,0.0001538456],"category_scores_gemma":[0.0006473376,0.0002108546,0.00006188627,0.0004815612,0.0000630076,0.0002067426,0.00002528152,0.0004310282,0.00004261305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008609797,"about_ca_system_score_gemma":0.0003349088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007223699,"about_ca_topic_score_gemma":0.0002826855,"domain_scores_codex":[0.9975283,0.0005039526,0.0008039485,0.000380852,0.0002773787,0.0005055662],"domain_scores_gemma":[0.9983057,0.000407897,0.0003065565,0.000320422,0.0004793807,0.0001800538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007021753,0.0004154107,0.9326359,0.0008111346,0.00008856532,0.00004109813,0.02967819,0.01666166,0.005745162,0.002039011,0.002964637,0.008849012],"study_design_scores_gemma":[0.001008405,0.0005220095,0.6731011,0.0009156421,0.00009067368,0.0000292994,0.00191367,0.3207716,0.0002654105,0.00001430074,0.0007251058,0.0006427508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930233,0.0002037915,0.0005589584,0.005066367,0.000057769,0.0007408024,0.00001005691,0.00008697838,0.0002519472],"genre_scores_gemma":[0.9914264,0.0001357304,0.007257861,0.0003674601,0.0001214001,0.00009134341,0.00006176109,0.0000378655,0.0005001568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.30411,"threshold_uncertainty_score":0.999556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05756400431976522,"score_gpt":0.3299987680768944,"score_spread":0.2724347637571292,"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."}}