{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001717266,0.0003786904,0.001551612,0.0002789579,0.002038016,0.0001073356,0.000414112,0.0001562333,0.00001392259],"category_scores_gemma":[0.00003337119,0.0003457185,0.00006014191,0.001116049,0.00002521563,0.0002771748,0.0002416265,0.0007022644,0.00001780718],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00723785,"about_ca_system_score_gemma":0.0129628,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9967592,"about_ca_topic_score_gemma":0.9998266,"domain_scores_codex":[0.9940955,0.001138739,0.001921517,0.0006335966,0.0005923658,0.001618267],"domain_scores_gemma":[0.9980122,0.0003051555,0.0006750273,0.0004014655,0.0001377949,0.0004683718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008496484,0.0001306197,0.7028778,0.01794956,0.00004692169,0.00001198083,0.2625922,0.0003449988,0.000007891446,0.005818689,0.0002841479,0.009850193],"study_design_scores_gemma":[0.0008505766,0.00009693071,0.04048338,0.02456359,0.000003654871,1.336064e-7,0.9227391,0.0005822604,0.000005847378,0.000009913115,0.01035115,0.0003134314],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825673,0.00452334,0.0005084978,0.002647913,0.004712172,0.004311891,0.0001841107,0.0001138705,0.0004309016],"genre_scores_gemma":[0.9965253,0.0002000716,0.00003768924,0.001673203,0.0003279513,0.0008178919,0.0001527568,0.00005359514,0.0002115482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6623945,"threshold_uncertainty_score":0.9998995,"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."}}