{"id":"W1991372790","doi":"10.1097/01.mlr.0000053971.89707.97","title":"Patient, Physician, and Community Factors Affecting Referrals to Specialists in Ontario, Canada","year":2003,"lang":"en","type":"article","venue":"Medical Care","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences","funders":"","keywords":"Referral; Medicine; Family medicine; Population; Primary care physician; Poisson regression; Health care; Community health; Primary care; Demography; Public health; Environmental health; Nursing","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":[0.0002871506,0.0001105112,0.0002178542,0.00008872548,0.0002005417,0.00003198844,0.0001100197,0.0001057508,0.000153281],"category_scores_gemma":[0.0008271053,0.00009659716,0.000016547,0.0002250529,0.0000219816,0.00008720717,0.0001020694,0.0006062969,0.00000498619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003375871,"about_ca_system_score_gemma":0.0002853406,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9972479,"about_ca_topic_score_gemma":0.9998713,"domain_scores_codex":[0.9990269,0.00007362178,0.0002067224,0.0001432392,0.0002827286,0.0002668069],"domain_scores_gemma":[0.9995909,0.00007205227,0.00005941566,0.0001690972,0.00006407949,0.00004450361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004875791,0.00004010156,0.9511352,0.00031117,0.000006984277,0.00007647066,0.004129686,8.647074e-7,0.00001005985,0.002805503,0.00505595,0.03642312],"study_design_scores_gemma":[0.0002507773,0.00002898709,0.4362483,0.0001963321,0.000004360027,0.000001785585,0.0248506,0.000002274682,0.00004311815,0.0001594169,0.5380083,0.0002057858],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790555,0.00004589073,0.000001634252,0.0004677988,0.0004722058,0.0001966659,0.000001580642,0.00003353147,0.01972521],"genre_scores_gemma":[0.9967257,3.510347e-7,0.000006600326,0.003102998,0.0001074808,0.000006670377,0.00001429515,0.00001017805,0.00002570269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5329524,"threshold_uncertainty_score":0.3939118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0307267173470259,"score_gpt":0.2530636874619553,"score_spread":0.2223369701149294,"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."}}