{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00120393,0.0001626357,0.0001489177,0.0007964889,0.0005248879,0.0006696032,0.0004526525,0.0003795168,0.004907478],"category_scores_gemma":[0.007158245,0.0001267449,0.0006145852,0.001361073,0.0003989641,0.000356816,0.0003747479,0.000272724,0.0002846408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003090601,"about_ca_system_score_gemma":0.003591069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3680363,"about_ca_topic_score_gemma":0.536504,"domain_scores_codex":[0.9988862,0.0002434611,0.00009965804,0.0002005186,0.0002263566,0.0003437906],"domain_scores_gemma":[0.9943441,0.001174741,0.002877446,0.0001753988,0.0007195111,0.0007087826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003487539,0.000004181211,0.9986753,0.00001322416,0.00001564427,0.00002341416,0.00007691776,0.00001412127,0.00004275774,0.00001577171,0.0002005742,0.0008830832],"study_design_scores_gemma":[0.000003133462,0.00001863402,0.9991329,0.0000181838,0.00001550407,0.00006024872,0.0002673728,0.00010068,0.00003143638,0.00001317125,0.0003369201,0.000001838642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940825,0.0005577655,0.0001328193,0.0004994231,0.00001812971,0.00001650345,0.002186249,0.000007334185,0.002499251],"genre_scores_gemma":[0.9992478,0.00008679552,0.00007903606,0.00006607521,0.0000084894,0.000007327176,0.0002482396,0.000002121267,0.0002542382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3680363,"threshold_uncertainty_score":0.7317882,"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."}}