{"id":"W3160769426","doi":"10.3390/ijerph18105250","title":"Housing, Living Arrangements and Mental Health of Young Adults in Independent Living","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Urban, Neighborhood, and Segregation Studies","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mental health; Young adult; Context (archaeology); Psychological intervention; Psychology; Anxiety; Welfare; Gerontology; Medicine; Psychiatry; Developmental psychology; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0002919963,0.000121295,0.0001811184,0.0004136861,0.0005742687,0.0005048941,0.0001203386,0.000220231,0.001274278],"category_scores_gemma":[0.0008389337,0.0001474066,0.0002934934,0.0003856037,0.0001890891,0.0004527388,0.0005417996,0.0003871663,0.0001003086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002318305,"about_ca_system_score_gemma":0.0003475109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01457562,"about_ca_topic_score_gemma":0.05178282,"domain_scores_codex":[0.999866,0.00002813959,0.00001824465,0.00001735923,0.00002412645,0.00004620254],"domain_scores_gemma":[0.9996827,0.00002756525,0.0001253569,0.00001004977,0.00003184982,0.0001225632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001372312,0.00005710074,0.9963925,0.00001898709,0.00001794193,0.0000829299,0.0008644395,0.000008001103,0.00008869469,0.00002778689,0.00008705337,0.002340796],"study_design_scores_gemma":[0.000001086398,0.00004149244,0.9973893,0.00001753079,0.000008676542,0.00005130624,0.00229045,0.00001685338,0.00001710493,0.00001283377,0.0001522414,0.000001287112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992976,0.0002571907,0.00001086407,0.00004124351,0.000005515474,0.000005853753,0.00007708831,4.299978e-7,0.0003042256],"genre_scores_gemma":[0.9995453,0.0001868916,0.00002528883,0.00003483148,0.000003737081,0.000004006822,0.00007557139,2.65488e-7,0.0001241317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01457562,"threshold_uncertainty_score":0.02898157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06646731044129844,"score_gpt":0.3892396948740804,"score_spread":0.322772384432782,"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."}}