{"id":"W1995440166","doi":"10.1007/s11695-014-1215-0","title":"Is It Time to Lower the Bar for Bariatric Surgery?","year":2014,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Obesity; Obesity Surgery; Comorbidity; Severe obesity; Position statement; General surgery; Surgery; Weight loss; Physical therapy; Family medicine; Internal medicine; Gastric bypass","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003484322,0.0002888165,0.0009178139,0.0003187783,0.0002882791,0.00005563566,0.0001575653,0.000194012,0.004301482],"category_scores_gemma":[0.003221252,0.0002023507,0.0009764669,0.0006678046,0.00004778319,0.000113567,0.00007690693,0.0001956121,0.004289471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000596701,"about_ca_system_score_gemma":0.0002415164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004606878,"about_ca_topic_score_gemma":0.000002970144,"domain_scores_codex":[0.9977214,0.0001751012,0.0005710503,0.0004731791,0.000416683,0.000642631],"domain_scores_gemma":[0.9880261,0.01049371,0.0001393057,0.0008100825,0.0001865502,0.0003442122],"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":[0.0002049234,0.000147893,0.192305,0.00007098636,0.00008823175,0.00001261693,0.0000817939,0.000001690098,0.00005176404,0.0000675039,0.7992664,0.007701242],"study_design_scores_gemma":[0.0002392301,0.00004299244,0.2414283,0.00005745312,0.0002330688,0.00003540711,0.00001987145,0.000172418,0.0005991149,0.0001273645,0.7567123,0.0003324061],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.912803,0.0002600651,0.001629653,0.07368461,0.003062607,0.001147763,0.00004142647,0.0002383255,0.007132524],"genre_scores_gemma":[0.926394,0.00004765462,0.0003189039,0.03610048,0.001918405,0.00008866558,0.00004867495,0.00007291638,0.0350103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04912337,"threshold_uncertainty_score":0.9966087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02674167487240548,"score_gpt":0.2563549678699177,"score_spread":0.2296132929975122,"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."}}