{"id":"W4410468692","doi":"10.1007/s44250-025-00214-w","title":"Enhancing housing first programs: integrating virtual mental health services to address homelessness in Canada","year":2025,"lang":"en","type":"article","venue":"Discover Health Systems","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Mental health; Housing First; Business; Psychology; Psychiatry; Mental illness","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002117491,0.0003789486,0.0002792189,0.0009621576,0.00803557,0.003467819,0.002249091,0.00070542,0.006700232],"category_scores_gemma":[0.004404786,0.0002732568,0.0006883194,0.00105321,0.002103092,0.001437087,0.00830315,0.001951021,0.0003110455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05416004,"about_ca_system_score_gemma":0.2423836,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9532375,"about_ca_topic_score_gemma":0.9889601,"domain_scores_codex":[0.9974929,0.0006361931,0.00003952456,0.00008565645,0.000447338,0.00129844],"domain_scores_gemma":[0.9958465,0.0002485143,0.0001225643,0.00008800222,0.000739197,0.00295526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004404564,0.003182832,0.1101031,0.002527122,0.0002119591,0.001593005,0.03298001,0.003522795,0.002448443,0.03009201,0.1233711,0.6895273],"study_design_scores_gemma":[0.0007616965,0.001730224,0.4081174,0.006946513,0.0005640615,0.0007237204,0.1324596,0.01079983,0.0028044,0.01365369,0.4211018,0.0003371469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7648699,0.00644887,0.01031884,0.08769227,0.000916894,0.003745681,0.001830391,0.0006142017,0.123563],"genre_scores_gemma":[0.9528033,0.005208254,0.01932919,0.007934875,0.000076418,0.0009165658,0.000630288,0.00007582099,0.01302526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05416004,"threshold_uncertainty_score":0.3929604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02303501291590032,"score_gpt":0.3736403178656738,"score_spread":0.3506053049497735,"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."}}