{"id":"W2108556247","doi":"10.1503/cjs.002914","title":"Cause of death in patients awaiting bariatric surgery","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Cause of death; Body mass index; Surgery; Obesity; Referral; Incidence (geometry); General surgery; Pediatrics; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002409321,0.0001503179,0.0009081829,0.002071695,0.00003333565,0.00001515122,0.00007888444,0.0001290759,0.00009387217],"category_scores_gemma":[0.004254879,0.0001340869,0.000355122,0.0008277763,0.00004403896,0.0002239884,0.00000898827,0.0003037752,0.000005610578],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003223938,"about_ca_system_score_gemma":0.006814751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004485904,"about_ca_topic_score_gemma":0.00111452,"domain_scores_codex":[0.997786,0.0001349786,0.001161724,0.0001199426,0.0003577386,0.0004396275],"domain_scores_gemma":[0.9961925,0.001288936,0.0005605737,0.0001809473,0.0005611011,0.001215933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001063567,0.0000469215,0.9822517,0.00004407157,0.00006524374,0.001065013,0.0001564536,0.00001067125,0.000001157253,0.00002565716,0.01306164,0.003165108],"study_design_scores_gemma":[0.0005892174,0.00003522165,0.9964487,0.0002424746,0.00008907666,0.0001797044,0.0001295254,0.00000451252,0.00005955037,0.0000580428,0.002039205,0.0001247653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995809,0.001298883,0.000006137347,0.0004361231,0.00186549,0.00007048522,0.000009207321,0.000004426444,0.0005002611],"genre_scores_gemma":[0.9991663,0.00005285256,0.00007155984,0.0002959823,0.0003187575,7.536225e-7,0.000008956611,0.00002285135,0.0000619792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.014197,"threshold_uncertainty_score":0.9988157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07580947793755387,"score_gpt":0.25741091661274,"score_spread":0.1816014386751861,"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."}}