{"id":"W4243891247","doi":"10.1503/cjs.010417","title":"2017 Canadian Surgery Forum Abstracts","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Medicine; Obesity Surgery; Incidence (geometry); Obesity; General surgery; Morbid obesity; Surgery; Weight loss; Gastric bypass; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006261101,0.0003844834,0.0002838108,0.001608647,0.002701201,0.001768258,0.0005776905,0.0007814524,0.08702118],"category_scores_gemma":[0.002609039,0.0002211044,0.0003458576,0.001977118,0.0008816612,0.00049319,0.0009280085,0.001070029,0.01573476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008148218,"about_ca_system_score_gemma":0.01343653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3961206,"about_ca_topic_score_gemma":0.7220167,"domain_scores_codex":[0.9991636,0.00008939512,0.00006146551,0.00005293597,0.0004153469,0.0002172187],"domain_scores_gemma":[0.9962295,0.0002356846,0.0003296289,0.00005479102,0.001429616,0.001720687],"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":[0.00009196096,0.0001422831,0.07828273,0.0001774184,0.00001966384,0.001108089,0.0005173354,0.00003733528,0.0002595267,0.0003474122,0.8703893,0.04862698],"study_design_scores_gemma":[0.00007662846,0.000146311,0.422258,0.0009194163,0.00002374586,0.00364333,0.006738718,0.0001045239,0.0003016329,0.000264447,0.5654683,0.00005487216],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2389441,0.0237841,0.0005570707,0.1288243,0.01693977,0.001047712,0.04133773,0.0003283716,0.5482368],"genre_scores_gemma":[0.5004736,0.03885258,0.001302047,0.01955728,0.009028228,0.0004125105,0.02436378,0.0003241926,0.4056858],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6038794,"threshold_uncertainty_score":0.7876298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07551698849408742,"score_gpt":0.2749828392391621,"score_spread":0.1994658507450747,"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."}}