{"id":"W2097048237","doi":"10.1186/1475-9276-11-54","title":"Characteristics of the population eligible for and receiving publicly funded bariatric surgery in Canada","year":2012,"lang":"en","type":"article","venue":"International Journal for Equity in Health","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Diabetes Canada; University of Alberta; Health Sciences Centre","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Obesity; Comorbidity; Public health; Population; Socioeconomic status; Health services research; Health care; Behavioral Risk Factor Surveillance System; Surgery; General surgery; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002458944,0.00006695713,0.0002773763,0.000238547,0.00005939011,0.0000194658,0.0000883723,0.00003810492,0.00001151371],"category_scores_gemma":[0.001643283,0.00005087449,0.00007794942,0.0001573963,0.000007516404,0.0001727111,0.00004072345,0.0001641773,6.625149e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00112416,"about_ca_system_score_gemma":0.001316615,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.316117,"about_ca_topic_score_gemma":0.2414072,"domain_scores_codex":[0.9985836,0.00006407789,0.0007179339,0.00007434389,0.0002926545,0.000267436],"domain_scores_gemma":[0.9981646,0.001079059,0.0004210451,0.00006528202,0.0001563376,0.0001136921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001551635,0.00004318176,0.9772676,0.00013395,0.0000172216,8.087196e-7,0.00007891776,0.000004967467,0.000004214609,0.0009281012,0.0006624467,0.02070341],"study_design_scores_gemma":[0.0005178928,0.0000170507,0.9965706,0.0001499215,0.000008008672,0.00007621702,0.00005051468,0.0002307372,0.00001609341,0.0008871957,0.001431851,0.00004386805],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843999,0.0002835876,0.0002385338,0.01072998,0.003988239,0.000297382,0.00003997842,0.000002429829,0.00001992661],"genre_scores_gemma":[0.9980113,0.0002756905,0.0002939419,0.0008338967,0.0005063513,0.000009787447,0.00002372215,0.00000745717,0.00003785114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07470978,"threshold_uncertainty_score":0.7724351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09504737665125933,"score_gpt":0.398163906658393,"score_spread":0.3031165300071337,"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."}}