{"id":"W4417004163","doi":"10.1371/journal.pmen.0000503","title":"Mental health and addiction concerns in northern Ontario: A cross-sectional study of sociodemographic predictors, access barriers, and service needs","year":2025,"lang":"en","type":"article","venue":"PLOS mental health.","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto; Sunnybrook Hospital; York University","funders":"Strategy for Patient-Oriented Research; Sunnybrook Research Institute","keywords":"Mental health; Quarter (Canadian coin); Logistic regression; Socioeconomic status; Service (business); Sample (material); Help-seeking; Rural area; Addiction","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002026224,0.0001897657,0.0004561393,0.0003164608,0.000313126,0.00002625981,0.00006731458,0.00007206498,0.00004962201],"category_scores_gemma":[0.000006989519,0.0001726532,0.00003896229,0.0004663618,0.00008858637,0.0001982838,0.00006895589,0.0002119333,6.900886e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009456571,"about_ca_system_score_gemma":0.0006739238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02337812,"about_ca_topic_score_gemma":0.5751609,"domain_scores_codex":[0.9984642,0.00008199082,0.0005336634,0.0003083614,0.0003248818,0.0002868569],"domain_scores_gemma":[0.9993234,0.00004423051,0.0001685355,0.000142627,0.00004875677,0.0002724834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000827538,0.0006678063,0.9543522,0.0001859059,0.0002629805,0.000001881039,0.04320149,6.645413e-7,0.00001286805,0.000008945122,0.0001643273,0.0003133582],"study_design_scores_gemma":[0.009361878,0.001092897,0.9721202,0.0003157843,0.00003313363,0.000006838736,0.01681152,0.00004091705,0.00001840416,0.00001731459,0.00009748155,0.00008366511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931604,0.002613469,4.644172e-7,0.00207001,0.0002397972,0.001760803,0.00004657865,0.00004546202,0.00006300073],"genre_scores_gemma":[0.9972017,0.0005196581,0.00001560666,0.001779032,0.00002969463,0.00006992649,0.0001984751,0.00001435466,0.0001715221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5517828,"threshold_uncertainty_score":0.9831253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03363212711874078,"score_gpt":0.3420230268878263,"score_spread":0.3083908997690855,"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."}}