{"id":"W3138525507","doi":"10.1503/cjs.016919","title":"Systematic review of grading systems for adverse surgical outcomes","year":2021,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; University of British Columbia","funders":"","keywords":"Medicine; Grading (engineering); Adverse effect; MEDLINE; Strengths and weaknesses; Meta-analysis; Systematic review; Intensive care medicine; Medical physics; Surgery; Internal medicine","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":[0.05902547,0.00254961,0.008385151,0.03581805,0.001130447,0.004366791,0.003387558,0.001717293,0.003719474],"category_scores_gemma":[0.2328076,0.001094624,0.009495131,0.02583012,0.002090424,0.004295821,0.002745424,0.001465518,0.0003916107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00687803,"about_ca_system_score_gemma":0.0205543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007324179,"about_ca_topic_score_gemma":0.02285579,"domain_scores_codex":[0.9249609,0.03334914,0.02780184,0.002840158,0.01032453,0.0007234744],"domain_scores_gemma":[0.7756701,0.1585196,0.04260176,0.004230614,0.01816113,0.0008167973],"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":[0.0001550593,0.00001318953,0.001992646,0.9246487,0.008475346,0.00005427875,0.0003050416,0.0001923672,0.00009008573,0.0008003848,0.002634885,0.06063813],"study_design_scores_gemma":[0.0002155661,0.0001767819,0.005842788,0.9311634,0.04321122,0.0002333452,0.0003405357,0.0002167531,0.00018378,0.001061468,0.01729442,0.00005993345],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001627662,0.9921685,0.001416853,0.0008308464,0.0002733267,0.001567207,0.001332578,0.00003527138,0.0007477821],"genre_scores_gemma":[0.04483818,0.9357342,0.0111218,0.001228009,0.0002716285,0.00499768,0.001563293,0.00003306428,0.0002121732],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05902547,"threshold_uncertainty_score":0.3121603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08639327513809061,"score_gpt":0.3412328550909329,"score_spread":0.2548395799528422,"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."}}