{"id":"W3191707319","doi":"10.1007/s11695-021-05637-x","title":"Metabolic Surgery Needs Stronger Scientific and Genetic Endorsements in Asian T2DM Patients with Low BMI","year":2021,"lang":"en","type":"letter","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute of Mining, Metallurgy and Petroleum; Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; MEDLINE; Metabolic syndrome; General surgery; Obesity; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009504225,0.0007871038,0.002472826,0.00252911,0.0002248557,0.0002596528,0.000157257,0.0008180408,0.0006330132],"category_scores_gemma":[0.000474098,0.000684299,0.0005786857,0.001930748,0.0002880305,0.0002557364,0.0001710033,0.001567355,0.00005887855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000139469,"about_ca_system_score_gemma":0.001036992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001431147,"about_ca_topic_score_gemma":0.00005115118,"domain_scores_codex":[0.99468,0.0004965618,0.001071193,0.001154598,0.001363917,0.001233688],"domain_scores_gemma":[0.9961759,0.001664664,0.0004622018,0.001089442,0.0002996057,0.0003082067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005345365,0.000279997,0.698667,0.0004832534,0.0002359497,0.002318213,0.00005889973,3.772661e-7,0.000003936238,6.342487e-7,0.2939427,0.003955609],"study_design_scores_gemma":[0.0005610264,0.00001406211,0.8369409,0.0006355848,0.0004074621,0.00006734832,0.00003562749,0.000001464731,0.00008266368,0.000005326257,0.1606588,0.0005897186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687207,0.002304487,0.000006324924,0.02464497,0.003265682,0.0006528982,0.00009977257,0.00007918452,0.000225947],"genre_scores_gemma":[0.857787,0.0007310018,0.0002938992,0.121968,0.003393367,0.0001618404,0.006115832,0.000341772,0.009207254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1382739,"threshold_uncertainty_score":0.9995608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140144698802037,"score_gpt":0.20877944625675,"score_spread":0.1947649763765463,"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."}}