{"id":"W3089652933","doi":"10.1016/j.jamcollsurg.2020.08.773","title":"Does the Introduction of American College of Surgeons NSQIP Improve Outcomes? A Systematic Review of the Academic Literature","year":2020,"lang":"en","type":"review","venue":"Journal of the American College of Surgeons","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary; Alberta Health; University of Alberta; Alberta Health Services","funders":"","keywords":"Medicine; Scopus; Health care; Harm; Economic shortage; Patient safety; MEDLINE; Family medicine; Government (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01977056,0.001057069,0.008272333,0.01222869,0.0006788831,0.002392624,0.001990857,0.001386873,0.006286812],"category_scores_gemma":[0.09910496,0.000770513,0.01010921,0.0128671,0.001008457,0.003164022,0.001976764,0.001568264,0.0004356268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005679379,"about_ca_system_score_gemma":0.01711058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01570705,"about_ca_topic_score_gemma":0.04395363,"domain_scores_codex":[0.9812015,0.007117604,0.006619113,0.001087184,0.003520558,0.0004540721],"domain_scores_gemma":[0.929976,0.04717256,0.014165,0.0009774541,0.007048729,0.0006601819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000496457,0.00002740423,0.002212091,0.9097821,0.01256069,0.0000461882,0.0002200748,0.00008304833,0.00004811202,0.0002898282,0.004605914,0.06962802],"study_design_scores_gemma":[0.0005130573,0.0002084415,0.007848763,0.9356114,0.04003691,0.0001402684,0.0002563843,0.00009267795,0.00005196174,0.0003918009,0.01480716,0.000041271],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006789298,0.9974068,0.00009614064,0.0006499444,0.0001360942,0.0002298289,0.0005764284,0.000006158222,0.000219729],"genre_scores_gemma":[0.01149752,0.9860037,0.0004036208,0.0008580889,0.0001438522,0.000604243,0.0004142622,0.000008262329,0.00006634187],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01977056,"threshold_uncertainty_score":0.104558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0128453940749369,"score_gpt":0.2968108507724418,"score_spread":0.2839654566975049,"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."}}