{"id":"W2013196715","doi":"10.1016/j.cjca.2014.12.014","title":"How to Choose and Use Bariatric Surgery in 2015","year":2014,"lang":"en","type":"review","venue":"Canadian Journal of Cardiology","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":118,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Surgery; Dyslipidemia; Obesity; Weight loss; Sleeve gastrectomy; Type 2 diabetes; Diabetes mellitus; Malabsorption; Disease; Type 2 Diabetes Mellitus; Roux-en-Y anastomosis; Gastric bypass; 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":[0.001368359,0.0005158689,0.00139505,0.002638634,0.0003434154,0.001407159,0.000628704,0.001385322,0.003549823],"category_scores_gemma":[0.005119356,0.000322438,0.001022386,0.003323728,0.0004260243,0.001442085,0.0007383867,0.001521099,0.0004593409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002082153,"about_ca_system_score_gemma":0.005316947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01816281,"about_ca_topic_score_gemma":0.06179649,"domain_scores_codex":[0.9991879,0.0001611721,0.0002600681,0.00009892209,0.0002290929,0.00006289082],"domain_scores_gemma":[0.9987401,0.0006346485,0.00033142,0.00001403361,0.0001912513,0.00008856349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001958219,0.00008549042,0.003335436,0.0698132,0.0007976289,0.0001528516,0.0001553053,0.0001731486,0.0001446774,0.002098697,0.03247054,0.8905773],"study_design_scores_gemma":[0.0002223728,0.0001447635,0.02323804,0.1619762,0.003493509,0.00179844,0.0007637165,0.0001577432,0.0002481919,0.002471291,0.8053964,0.00008932915],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002106987,0.9982638,0.00002097167,0.0007826838,0.0001500679,0.000003596651,0.00004338168,0.000001185924,0.0005236621],"genre_scores_gemma":[0.001942739,0.9967293,0.0001218815,0.000815886,0.0001344673,0.000006689154,0.00005087037,7.2103e-7,0.0001975141],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01816281,"threshold_uncertainty_score":0.03611422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05290588969691437,"score_gpt":0.2947032860223623,"score_spread":0.2417973963254479,"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."}}