{"id":"W4417516572","doi":"10.64898/2025.12.17.25342471","title":"Access to primary care amongst newcomers in Hamilton, Ontario","year":2025,"lang":"","type":"preprint","venue":"medRxiv","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Dementia Research Alliance; Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Public Health Agency; Public Health Agency of Canada; McMaster University; Heart and Stroke Foundation of Canada","keywords":"Primary care; Immigration; Poverty; Odds; Logistic regression; Neighbourhood (mathematics); Marital status; Ethnic group","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003223234,0.0001868515,0.000382695,0.0006876061,0.003216871,0.001434759,0.001110193,0.000361734,0.006155136],"category_scores_gemma":[0.001276011,0.0003665537,0.0005096964,0.002229942,0.0007072274,0.000461316,0.001341461,0.0005167053,0.0003760047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02271004,"about_ca_system_score_gemma":0.02766373,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9923519,"about_ca_topic_score_gemma":0.9974884,"domain_scores_codex":[0.9991725,0.00005978833,0.00004579402,0.0001253592,0.0002654444,0.000331088],"domain_scores_gemma":[0.9978716,0.0001260927,0.0005263189,0.00006249108,0.0005015677,0.0009119739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005204271,0.0000488951,0.984973,0.0001284191,0.00004523088,0.000391089,0.004178734,0.00005699753,0.0003363039,0.0001847923,0.003083843,0.006520581],"study_design_scores_gemma":[0.00001000021,0.000027149,0.9932351,0.00006216513,0.00001449188,0.0001006069,0.003670673,0.00009507967,0.0000259913,0.00002196137,0.002727918,0.000008981514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860551,0.0007752151,0.00009047893,0.001023934,0.00003026395,0.0001406128,0.005363051,0.00001674982,0.006504742],"genre_scores_gemma":[0.9941553,0.0005025519,0.0001409346,0.0003011327,0.00001276839,0.00005454757,0.0008438259,0.000006203871,0.003982775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02271004,"threshold_uncertainty_score":0.1647736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06768342349995682,"score_gpt":0.4224207175646355,"score_spread":0.3547372940646786,"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."}}