{"id":"W1977499729","doi":"10.1016/j.suc.2005.10.007","title":"Evaluating Surgical Outcomes","year":2006,"lang":"en","type":"article","venue":"Surgical Clinics of North America","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal General Hospital; Royal Victoria Hospital","funders":"","keywords":"Medicine; Guideline; MEDLINE; Scope (computer science); Evidence-based medicine; Variety (cybernetics); Medical education; Family medicine; Alternative 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007599667,0.0003972114,0.0007664001,0.005659154,0.001034801,0.00199263,0.0007939352,0.0006042499,0.003697024],"category_scores_gemma":[0.04775049,0.0002291433,0.001195006,0.003394781,0.0005295739,0.001838903,0.001673861,0.0008537031,0.0006987213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002385181,"about_ca_system_score_gemma":0.004995451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007714828,"about_ca_topic_score_gemma":0.01605535,"domain_scores_codex":[0.9907001,0.003336418,0.001993281,0.0006013166,0.002318318,0.001050608],"domain_scores_gemma":[0.9539127,0.01241711,0.0128499,0.001146073,0.01473143,0.004942772],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008991113,0.0001516677,0.9761411,0.00004045492,0.00005806771,0.00007274854,0.0002907218,0.00007299873,0.0000425428,0.0001487149,0.001138669,0.02175255],"study_design_scores_gemma":[0.00002331687,0.0006088896,0.9922189,0.0001457303,0.0001651814,0.0003433923,0.002575777,0.0007217429,0.0004140289,0.0003907064,0.002373027,0.0000193055],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713445,0.00107906,0.001365138,0.00172453,0.0001686969,0.0004529783,0.002544109,0.00004980711,0.02127108],"genre_scores_gemma":[0.9925324,0.0005860407,0.002289485,0.0002446352,0.00009364738,0.0003635591,0.002571356,0.00001533576,0.0013036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9924003,"threshold_uncertainty_score":0.04019135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2276861797823675,"score_gpt":0.5344150718224996,"score_spread":0.3067288920401321,"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."}}