{"id":"W2317822868","doi":"10.1097/ede.0000000000000235","title":"Commentary","year":2015,"lang":"en","type":"letter","venue":"Epidemiology","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00924761,0.0012878,0.001825913,0.002137991,0.004072535,0.00705054,0.006658887,0.02948551,0.1469106],"category_scores_gemma":[0.08064354,0.0008217155,0.00240977,0.001854659,0.003550636,0.006270583,0.003989998,0.02174024,0.05535027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005067218,"about_ca_system_score_gemma":0.01669977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006659051,"about_ca_topic_score_gemma":0.008152516,"domain_scores_codex":[0.9905971,0.002368647,0.0006949565,0.001180122,0.003863719,0.001295495],"domain_scores_gemma":[0.9555784,0.01903576,0.001771327,0.002031371,0.01649775,0.005085285],"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":[0.000009233823,0.000002665261,0.00001744982,0.0001003151,0.000004535207,0.00003442373,0.00001893507,0.00000600972,0.000006458843,0.0008600117,0.9951905,0.003749322],"study_design_scores_gemma":[0.00002330247,0.000006185219,0.00008977414,0.0006747573,0.00001012051,0.00009492147,0.00006696014,0.00001480411,0.00002494429,0.001619904,0.9973657,0.000008724836],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007845548,0.006471843,0.0001811265,0.6579264,0.3185908,0.00004480015,0.0006059682,0.0001117568,0.01598882],"genre_scores_gemma":[0.001276193,0.005708762,0.000219121,0.8246031,0.1362607,0.0001066513,0.0004542134,0.0001312076,0.03123996],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1469106,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1215367195238506,"score_gpt":0.3615536391648164,"score_spread":0.2400169196409657,"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."}}