{"id":"W3137635451","doi":"10.1007/s11695-021-05344-7","title":"Metabolic Surgery Needs Stronger Endorsement","year":2021,"lang":"en","type":"letter","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute of Mining, Metallurgy and Petroleum; Hôpital du Sacré-Cœur de Montréal","funders":"","keywords":"Medicine; Obesity Surgery; General surgery; Gastric bypass; Obesity; Weight loss; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01245681,0.001361998,0.003186019,0.001647153,0.01745054,0.01657114,0.004542076,0.220466,0.02616503],"category_scores_gemma":[0.08233187,0.001795299,0.003557979,0.001917974,0.008405069,0.008724349,0.006701807,0.1403215,0.01356297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01140412,"about_ca_system_score_gemma":0.0334628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02509987,"about_ca_topic_score_gemma":0.05630452,"domain_scores_codex":[0.9835961,0.003055465,0.002482811,0.002084524,0.004073691,0.004707287],"domain_scores_gemma":[0.9365606,0.02623708,0.003581744,0.002005034,0.01004804,0.02156753],"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":[0.00003236237,0.00004924268,0.0009541648,0.00004585897,0.00002443602,0.001857119,0.0002127928,0.00005018934,0.00008256938,0.004272538,0.9871732,0.005245562],"study_design_scores_gemma":[0.000224444,0.00007901285,0.002787766,0.001103973,0.0001025641,0.002210461,0.002260169,0.0006155038,0.0001601002,0.01942834,0.9708244,0.0002033824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000214079,0.0002911738,0.00003898881,0.9833687,0.01309631,0.000007487836,0.00002509461,0.00001215323,0.00294596],"genre_scores_gemma":[0.001618859,0.0002865671,0.0001205709,0.968819,0.02385725,0.00002669183,0.00002237527,0.00001788153,0.005230899],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.220466,"threshold_uncertainty_score":0.08753079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03675220172182345,"score_gpt":0.2448119735489585,"score_spread":0.208059771827135,"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."}}