{"id":"W4323353063","doi":"10.1093/jcag/gwac036.012","title":"A12 EXAMINING THE ASSOCIATIONS BETWEEN PHYSICIAN OR PATIENT GENDER WITH REFERRAL PATTERNS IN GASTROENTEROLOGY FOR NON-SCREENING INDICATIONS","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Referral; Medicine; Family medicine; Ambulatory; Odds ratio; Primary care; Odds; Descriptive statistics; Internal medicine; Demography; Logistic regression","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001587039,0.0001325291,0.0004186406,0.0007209793,0.0002969388,0.00004429034,0.0004346849,0.000155074,0.000007725783],"category_scores_gemma":[0.0004181891,0.0000845647,0.000113816,0.0005109154,0.00004721139,0.0002097213,0.00007008085,0.0004170395,0.000003206814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005365041,"about_ca_system_score_gemma":0.0001915181,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01166372,"about_ca_topic_score_gemma":0.6317366,"domain_scores_codex":[0.9980488,0.0001436693,0.0008090842,0.000143157,0.000281713,0.0005735363],"domain_scores_gemma":[0.9967999,0.0001931895,0.00237156,0.0001879978,0.0004102745,0.00003706971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007148697,0.00001649633,0.9957551,0.00002038958,0.0001550559,0.000003644429,0.0002241515,0.0001712787,0.000008057159,0.0001575391,0.002714368,0.0007024843],"study_design_scores_gemma":[0.001095115,0.0002938956,0.9945855,0.00005936901,0.0000727912,0.000005681501,0.0007224745,0.0001569057,0.0000018387,0.0001973578,0.002761633,0.00004751247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728068,0.000001343653,0.000624484,0.02560233,0.0003832382,0.0003945014,0.00009351916,0.00001252143,0.00008130986],"genre_scores_gemma":[0.9960054,0.000001831054,0.0001122434,0.003300755,0.0004549237,0.00003251833,0.00003392361,0.00002172999,0.00003666063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.620073,"threshold_uncertainty_score":0.9949177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04794859204133912,"score_gpt":0.2628926358273223,"score_spread":0.2149440437859832,"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."}}