{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001810896,0.0009909474,0.003963023,0.001834863,0.0002098741,0.0001327681,0.0002046467,0.001651502,0.006048729],"category_scores_gemma":[0.001119271,0.0009227382,0.003189903,0.001457948,0.0001304043,0.0001989371,0.0002113111,0.002886292,0.0005965179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001950421,"about_ca_system_score_gemma":0.001746795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002000808,"about_ca_topic_score_gemma":0.000005912276,"domain_scores_codex":[0.9939753,0.0006433725,0.001435135,0.0009802408,0.001476336,0.001489604],"domain_scores_gemma":[0.9904935,0.006589221,0.0005865615,0.00164096,0.000328803,0.0003609152],"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":[0.00002992682,0.0001776704,0.2438894,0.0005541068,0.0008446962,0.006493302,0.00003573254,2.222394e-7,0.00002135158,0.00001183848,0.7449124,0.003029343],"study_design_scores_gemma":[0.0001898272,0.000007628498,0.05932079,0.000376763,0.001248688,0.0004174508,0.00005139631,0.000001304968,0.0008662688,0.00001592915,0.9366998,0.0008041305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2009136,0.02219295,0.00005950269,0.7512004,0.01826312,0.0009469891,0.000220159,0.0007197729,0.005483512],"genre_scores_gemma":[0.02136661,0.004015296,0.0001597945,0.8891313,0.02369994,0.0001462367,0.005599794,0.0003317205,0.05554928],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1917875,"threshold_uncertainty_score":0.9996446,"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."}}