{"id":"W3003624154","doi":"10.1016/j.soard.2020.01.022","title":"Feasibility of modified Edmonton Obesity Staging System in bariatric center","year":2020,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Body mass index; Sleeve gastrectomy; Medical record; Obesity; Retrospective cohort study; Gastric bypass; Weight loss; General surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.003517871,0.000526383,0.0005149218,0.00242456,0.0008982765,0.001631679,0.001130928,0.0006142895,0.00697212],"category_scores_gemma":[0.01029956,0.0003722148,0.001004096,0.001894642,0.0003726073,0.001745829,0.001597642,0.0007689404,0.0005541048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001329236,"about_ca_system_score_gemma":0.003087462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01812496,"about_ca_topic_score_gemma":0.03968118,"domain_scores_codex":[0.9976805,0.0006679603,0.0002387514,0.0003753153,0.0004900733,0.0005473272],"domain_scores_gemma":[0.9965717,0.0008356199,0.0008366302,0.0001817546,0.0009748066,0.0005995917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001572911,0.00005750126,0.9919234,0.00002556294,0.00003106635,0.00005227277,0.00008850444,0.0001553929,0.00009799351,0.0001925141,0.001385677,0.005832818],"study_design_scores_gemma":[0.00003254912,0.0001687464,0.994216,0.00007475448,0.00007071283,0.0001950877,0.000850575,0.002502817,0.0001349157,0.0002865484,0.001445096,0.00002215059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872869,0.0006633196,0.001199616,0.0008670203,0.0002561423,0.0001968584,0.00226106,0.00003599941,0.007233147],"genre_scores_gemma":[0.9925654,0.0002173192,0.002992658,0.0001747322,0.00007973265,0.0001957294,0.002236796,0.00001942499,0.001518174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9818751,"threshold_uncertainty_score":0.03603894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02876111407857222,"score_gpt":0.2522387344159966,"score_spread":0.2234776203374244,"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."}}