{"id":"W4317951735","doi":"10.1001/jamasurg.2022.5831","title":"The Benefits of Benchmarking—A New Perspective on Measuring Quality in Surgery","year":2023,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Royal Victoria Hospital","funders":"","keywords":"Medicine; Benchmarking; Perspective (graphical); Quality (philosophy); MEDLINE; Quality management; General surgery; Medical physics; Intensive care medicine; Surgery; Operations management; Marketing; Artificial intelligence","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":[0.04758566,0.0009684385,0.001367896,0.00484241,0.003894912,0.01404393,0.002830538,0.008899773,0.003635401],"category_scores_gemma":[0.08684628,0.0004944861,0.001471635,0.004271742,0.02175184,0.02531537,0.006575001,0.01528323,0.0006625518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007308308,"about_ca_system_score_gemma":0.01186705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006920231,"about_ca_topic_score_gemma":0.01155655,"domain_scores_codex":[0.9311912,0.04245714,0.002141075,0.001924087,0.0203379,0.001948641],"domain_scores_gemma":[0.9137418,0.06411136,0.004848436,0.003454816,0.01110388,0.002739792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003379241,0.0000573038,0.00159201,0.0003487908,0.00004894176,0.0001232404,0.002040443,0.0008723713,0.0001354256,0.8407536,0.07636201,0.07763205],"study_design_scores_gemma":[0.00003986669,0.0002076307,0.002264542,0.002316236,0.00005349231,0.0002791994,0.004340893,0.001992929,0.0004039327,0.6803215,0.307655,0.0001248098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001507671,0.03084588,0.01512551,0.9089319,0.01031436,0.00002242968,0.00004508085,0.00004578187,0.03316136],"genre_scores_gemma":[0.3186678,0.1249268,0.04601465,0.3882983,0.1098792,0.0003302794,0.0001144965,0.0002414781,0.01152688],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04758566,"threshold_uncertainty_score":0.25166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4151562763802944,"score_gpt":0.4792549402302482,"score_spread":0.06409866384995383,"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."}}