{"id":"W2986801983","doi":"10.1016/j.soard.2019.08.148","title":"A203 Surgeon and hospital volume outcomes in bariatric surgery: a population-based study","year":2019,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Surgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001010594,0.0005341348,0.0005991277,0.002198233,0.00100186,0.001814123,0.0007284647,0.001330545,0.002884999],"category_scores_gemma":[0.003511991,0.0007193448,0.002155458,0.00408473,0.0005718847,0.00163879,0.001135601,0.001390871,0.0005660508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008020534,"about_ca_system_score_gemma":0.0007387397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01196333,"about_ca_topic_score_gemma":0.01527251,"domain_scores_codex":[0.9986284,0.00038332,0.0001760386,0.0002794255,0.0002656221,0.0002672949],"domain_scores_gemma":[0.9972759,0.0004274665,0.001288982,0.0002198884,0.0002701364,0.0005177305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001187991,0.00009868471,0.9990477,0.000007288468,0.0001894231,0.000048672,0.00004231694,0.00002332021,0.00005660618,0.00001352087,0.00008571652,0.0002679537],"study_design_scores_gemma":[0.00001443658,0.000102201,0.9992673,0.000003500417,0.00005876506,0.0001057537,0.0002460334,0.00008684135,0.00001334957,0.00002218899,0.00007343476,0.000006255553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983916,0.000176553,0.00006665476,0.00007733165,0.00001303587,0.000009630354,0.0007482129,0.000003337723,0.0005136191],"genre_scores_gemma":[0.9987597,0.00009231758,0.00004048537,0.00006026942,0.00002489103,0.00001248733,0.0008237284,0.000002793237,0.0001832831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01196333,"threshold_uncertainty_score":0.02378738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00803856148025251,"score_gpt":0.2308014383941887,"score_spread":0.2227628769139362,"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."}}