{"id":"W2612131669","doi":"10.1007/s11695-017-2707-5","title":"A Longitudinal Analysis of Short-Term Costs and Outcomes in a Regionalized Center of Excellence Bariatric Care System","year":2017,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Center of excellence; Term (time); Excellence; Longitudinal study; Center (category theory); General surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0006374748,0.000181797,0.001584178,0.0008397985,0.00009641391,0.00001883058,0.0001306554,0.0001290675,0.00003114119],"category_scores_gemma":[0.000383522,0.0001511622,0.0005532613,0.0004180754,0.0001254807,0.0001238561,0.0001105519,0.000117748,0.000001279148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009745175,"about_ca_system_score_gemma":0.0001067811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001079466,"about_ca_topic_score_gemma":0.0002610318,"domain_scores_codex":[0.9983377,0.0001044448,0.0006484424,0.0003264268,0.0003486392,0.0002343534],"domain_scores_gemma":[0.9977733,0.0008520678,0.0003748015,0.0007171372,0.0001651809,0.0001175465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002081852,0.0001850303,0.996827,0.0006790017,0.0006529051,0.0001872055,0.0002077433,7.409644e-7,0.00004719469,0.00007629618,0.00005648842,0.0008721808],"study_design_scores_gemma":[0.0005342424,0.00001476629,0.9974002,0.0002938964,0.001174948,0.00001910437,0.0002174383,0.00006251486,0.0001422808,0.000001586259,0.00001695441,0.0001220935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980853,0.0007891409,0.00002140434,0.000134622,0.0002438777,0.0001952711,0.00003311299,0.00001743263,0.0004798787],"genre_scores_gemma":[0.9995436,0.0002072566,0.00006014416,0.00001543609,0.00002867436,0.000007628178,0.0000294094,0.0000100606,0.00009777985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001458351,"threshold_uncertainty_score":0.6164213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03093697580610028,"score_gpt":0.2880151878409065,"score_spread":0.2570782120348062,"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."}}