{"id":"W2069394814","doi":"10.1080/13651820701611226","title":"Quality in hepatobiliary surgery","year":2007,"lang":"en","type":"editorial","venue":"HPB","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Scopus; Popularity; Accountability; Health care; Sports medicine; Quality (philosophy); MEDLINE; Quality of life (healthcare); Family medicine; Gerontology; Nursing; Physical therapy","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":[0.01888343,0.004367745,0.007629281,0.006216984,0.004542169,0.01036808,0.004952879,0.02984462,0.01130144],"category_scores_gemma":[0.0702157,0.002078591,0.00394662,0.005232494,0.004982953,0.006619314,0.003264764,0.04189106,0.00498602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008483326,"about_ca_system_score_gemma":0.007938043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009446172,"about_ca_topic_score_gemma":0.0243256,"domain_scores_codex":[0.9897764,0.002892029,0.001918606,0.0007453705,0.004071351,0.0005961997],"domain_scores_gemma":[0.9127612,0.04891865,0.004876731,0.001634245,0.02514331,0.006665925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002347079,0.00001064726,0.00004817915,0.0003998239,0.00004628424,0.00005272374,0.00001568636,0.00002119172,0.000008177933,0.000294788,0.9949167,0.004162465],"study_design_scores_gemma":[0.0004093341,0.00006458512,0.001873313,0.004440703,0.0006345131,0.0003368043,0.0001928512,0.0004041689,0.00009681119,0.003162096,0.988317,0.00006786171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002977444,0.01839377,0.00008397517,0.1033065,0.8773357,0.00001463793,0.00006489494,0.00002655026,0.000744202],"genre_scores_gemma":[0.0005201109,0.01055816,0.0001121491,0.04935442,0.9371494,0.00002849915,0.00003068406,0.00001798429,0.002228563],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02984462,"threshold_uncertainty_score":0.09986627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02816206893248094,"score_gpt":0.3389266691365062,"score_spread":0.3107646002040253,"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."}}