{"id":"W2796072543","doi":"10.1007/s11695-018-3214-z","title":"Reply to IFSO Worldwide Survey 2014","year":2018,"lang":"en","type":"letter","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"MPB Technologies & Communications (Canada)","funders":"","keywords":"Medicine; General surgery; Family 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003823264,0.0006710843,0.002101912,0.0009753772,0.0001790469,0.00008363493,0.0002891495,0.001048123,0.003144146],"category_scores_gemma":[0.003891194,0.0006081948,0.0009130315,0.0008621664,0.0001171124,0.0001057104,0.0001982665,0.00178023,0.00761832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000201679,"about_ca_system_score_gemma":0.0006665038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268935,"about_ca_topic_score_gemma":0.0001079044,"domain_scores_codex":[0.9952251,0.000699316,0.000954606,0.001123885,0.0009168347,0.001080231],"domain_scores_gemma":[0.9901934,0.006771115,0.0003581066,0.001850056,0.0004254126,0.0004018645],"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":[0.00009089513,0.00004481301,0.4017947,0.0001525491,0.0001305313,0.001133141,0.00001698877,4.09296e-8,0.00000161189,4.179745e-7,0.5960847,0.0005496437],"study_design_scores_gemma":[0.00008956305,0.00002275601,0.3877124,0.0001744288,0.0001289614,0.00007642166,0.000001470825,3.616184e-7,0.00005925657,0.00001322636,0.6113193,0.0004018393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06651973,0.0005166291,0.00006771869,0.9166626,0.01020081,0.0007694833,0.0002371547,0.0004600992,0.004565782],"genre_scores_gemma":[0.002145176,0.0001076519,0.0001994445,0.9037588,0.01386231,0.00003014318,0.001733795,0.0001488581,0.07801387],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07344809,"threshold_uncertainty_score":0.9996369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03600263496881174,"score_gpt":0.2684736324734457,"score_spread":0.232470997504634,"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."}}