{"id":"W7110916813","doi":"10.1371/journal.pone.0322175.s008","title":"Adjusted association of referrals to different specialties, stratified by PCP’s sex, Ontario, January 1, 2019, to December 31, 2019.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Association (psychology); Stratified sampling; Referral; Population; Epidemiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005775534,0.0005729994,0.0008245984,0.001838726,0.001164405,0.0009558889,0.001763038,0.0008279447,0.01352837],"category_scores_gemma":[0.004256729,0.0006105173,0.001863321,0.004398534,0.0005910892,0.0009243605,0.001151568,0.001831141,0.001410979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01046035,"about_ca_system_score_gemma":0.01838334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.962173,"about_ca_topic_score_gemma":0.9776753,"domain_scores_codex":[0.9984537,0.00007544316,0.0001867254,0.0002483936,0.000485862,0.0005498569],"domain_scores_gemma":[0.9951255,0.000303762,0.001485623,0.0001765106,0.001934027,0.0009747375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001494901,0.00007632203,0.7068444,0.0009914418,0.001209247,0.0001933172,0.0003666453,0.0009994017,0.0005259956,0.00067274,0.2766865,0.009939108],"study_design_scores_gemma":[0.0001301603,0.00004568102,0.9859484,0.0001619636,0.0002354639,0.0001283047,0.000418642,0.0004768137,0.0000604603,0.00008735676,0.01227077,0.00003588175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2381969,0.0122926,0.0006386907,0.004727757,0.001017839,0.000155918,0.7189478,0.0004446775,0.02357789],"genre_scores_gemma":[0.77774,0.004514114,0.0005295101,0.001041405,0.0003503391,0.0002275851,0.1932732,0.0001391846,0.02218454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03782701,"threshold_uncertainty_score":0.07609951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03193057324541955,"score_gpt":0.2674274686256239,"score_spread":0.2354968953802044,"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."}}