{"id":"W2896730211","doi":"10.1007/s11126-018-9607-2","title":"Sociodemographic Variation in Increasing Needs for Mental Health Services among Canadian Adults from 2002 to 2012","year":2018,"lang":"en","type":"article","venue":"Psychiatric Quarterly","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire en santé mentale de Montréal; Université de Montréal; Institut Universitaire en Santé Mentale de Québec; McGill University; Douglas Mental Health University Institute; McGill University Health Centre","funders":"","keywords":"Mental health; Public health; Medicine; Odds; Depression (economics); Psychiatry; Health care; Mental illness; Logistic regression; Gerontology; 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":[0.0005298401,0.0002319558,0.0002751996,0.0009124046,0.0004901005,0.00006149532,0.0002515212,0.0001583632,0.0008742824],"category_scores_gemma":[0.000001438729,0.0002389344,0.00007596311,0.0009003432,0.00003006766,0.0002967057,0.000007004543,0.0001171323,0.0004482486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00026462,"about_ca_system_score_gemma":0.00008136415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8369365,"about_ca_topic_score_gemma":0.8670878,"domain_scores_codex":[0.9978255,0.0002409955,0.0005230437,0.0004550338,0.000157696,0.0007976993],"domain_scores_gemma":[0.99884,0.00008670563,0.0002067062,0.0002954843,0.00004457592,0.0005265089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001705744,0.000633061,0.7178762,0.0001564682,0.0001170184,0.00000230905,0.1334332,2.370665e-7,0.000008583651,0.0006686553,0.02353119,0.1218673],"study_design_scores_gemma":[0.002855194,0.001695042,0.9850572,0.0001038538,0.0000208122,0.000001906551,0.005951197,0.0002336919,4.703291e-7,0.0006857249,0.003146467,0.0002484568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875791,0.0009275744,0.0001032977,0.003996516,0.00333039,0.001849531,0.000344652,0.00005526152,0.00181367],"genre_scores_gemma":[0.9940051,0.000008260927,0.001388657,0.002839577,0.0009492208,0.0002428233,0.0002319808,0.00003484425,0.0002994976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.267181,"threshold_uncertainty_score":0.9743463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008408518767752733,"score_gpt":0.2982152839408779,"score_spread":0.2898067651731252,"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."}}