{"id":"W3118491346","doi":"10.1007/s00464-020-08212-0","title":"Access to bariatric surgery among older patients in a publicly funded regionalized care system","year":2021,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University; London Health Sciences Centre; Institute for Clinical Evaluative Sciences; Western University","funders":"","keywords":"Medicine; Abdominal surgery; Hepatology; General surgery; Internal medicine; 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":[0.0006886865,0.0002114476,0.0004371371,0.0006438292,0.001026838,0.001549657,0.000873369,0.0006761153,0.002451506],"category_scores_gemma":[0.003659085,0.0003646438,0.0006373449,0.001685363,0.0007116005,0.001286443,0.002145563,0.001136943,0.0001536617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002673964,"about_ca_system_score_gemma":0.002924823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.192726,"about_ca_topic_score_gemma":0.2839883,"domain_scores_codex":[0.9986493,0.0003573548,0.0001334117,0.0001685031,0.0001165906,0.0005748988],"domain_scores_gemma":[0.9964451,0.0003783306,0.001766287,0.000111358,0.0002873701,0.001011533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006682942,0.000144451,0.9968826,0.00001985316,0.00006795114,0.0001692763,0.0006866203,0.00009586512,0.00008899137,0.00009471167,0.0004339683,0.001248935],"study_design_scores_gemma":[0.0000167801,0.00008664082,0.9951959,0.00003225543,0.00003426013,0.0001287717,0.003938993,0.0002792874,0.00002242643,0.00005201442,0.0002042032,0.000008475822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986525,0.0001255645,0.00002700756,0.0004791063,0.000006755527,0.000008189826,0.0003570273,0.000002116493,0.000341661],"genre_scores_gemma":[0.9994431,0.00008050948,0.00003097792,0.0001508932,0.000011436,0.00000706337,0.0001705439,9.176127e-7,0.0001045591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.192726,"threshold_uncertainty_score":0.3832085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02585665534367902,"score_gpt":0.2933779207290069,"score_spread":0.2675212653853278,"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."}}