{"id":"W2583288696","doi":"10.1007/s11695-017-2566-0","title":"What Is a Favourable Risk-Benefit Profile Concerning Metabolic Surgery for Patients with Type 2 Diabetes?","year":2017,"lang":"en","type":"letter","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; Type 2 diabetes; Diabetes mellitus; Intensive care medicine; Surgery; General surgery; Endocrinology","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":[0.0014615,0.0009066105,0.003394997,0.000629795,0.000706543,0.0004487796,0.0002982506,0.001271788,0.0008629637],"category_scores_gemma":[0.001800121,0.0007258385,0.001281081,0.0003710174,0.0001748766,0.0009414344,0.0001148522,0.001714943,0.0002426479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263669,"about_ca_system_score_gemma":0.000860334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001541471,"about_ca_topic_score_gemma":0.000005810313,"domain_scores_codex":[0.9953395,0.0002005415,0.0008972521,0.001160071,0.0009712842,0.001431418],"domain_scores_gemma":[0.9886335,0.006791075,0.001757979,0.001635704,0.0009043911,0.0002773092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001387309,0.00009235136,0.5015869,0.0005433501,0.0005729393,0.00009093007,0.00003665601,1.70632e-7,3.931013e-7,6.02835e-7,0.4921564,0.004780631],"study_design_scores_gemma":[0.0005962061,0.00006264692,0.2749701,0.001211146,0.001457747,0.000008536122,0.00001334339,0.00001268575,0.0001720381,0.00003649372,0.7206332,0.0008258643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9177852,0.008028499,0.00001017437,0.058971,0.01159532,0.00223355,0.0007289056,0.0003110343,0.0003362872],"genre_scores_gemma":[0.1496014,0.01479078,0.000933689,0.6885518,0.0247443,0.001268195,0.02250409,0.001424399,0.09618132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7681839,"threshold_uncertainty_score":0.9995193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02616985015151207,"score_gpt":0.2443970342529012,"score_spread":0.2182271841013892,"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."}}