{"id":"W6923570675","doi":"10.14288/1.0442093","title":"Characterization of depression, suicidal ideation, and anxiety among adults who are homeless or precariously housed","year":2024,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Context (archaeology); Suicidal ideation; Longitudinal study; Depression (economics); Beck Anxiety Inventory; Observational study; Beck Depression Inventory","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004292768,0.0001525593,0.000339267,0.000748851,0.0007007362,0.0007920344,0.0003723831,0.0004218119,0.0006201459],"category_scores_gemma":[0.001671214,0.0002196864,0.0003499033,0.0006880278,0.0003311489,0.0004034512,0.0004986687,0.0007334991,0.0001330016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000618732,"about_ca_system_score_gemma":0.0006505576,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0344093,"about_ca_topic_score_gemma":0.06914344,"domain_scores_codex":[0.9997576,0.00004006758,0.00003444725,0.00002987439,0.00007399479,0.00006405162],"domain_scores_gemma":[0.9992589,0.00005704572,0.000315088,0.00003030404,0.0001551314,0.0001835891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002156562,0.00003339668,0.9978618,0.000006093116,0.00001342739,0.00003077881,0.0006043607,0.000009129169,0.00007734725,0.000008070289,0.00005446176,0.001279588],"study_design_scores_gemma":[0.000001560963,0.00004269427,0.9986213,0.000007051441,0.000005562923,0.00006641931,0.001130655,0.0000503117,0.00001667031,0.000009403978,0.00004664148,0.000001606637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996761,0.00008636701,0.00001068106,0.00003305903,0.000001826335,0.000007672925,0.00006886265,5.758317e-7,0.0001149432],"genre_scores_gemma":[0.9995877,0.0001119365,0.00003236099,0.00002382635,0.000003082492,0.000006890802,0.0001455882,3.26477e-7,0.0000882754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9655907,"threshold_uncertainty_score":0.06841803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01211962957354878,"score_gpt":0.2487072212877275,"score_spread":0.2365875917141788,"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."}}