{"id":"W4392900453","doi":"10.32920/25417453.v1","title":"Housing for Seniors With Mental Illness: A Content Analysis","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Content analysis; Mental illness; Stigma (botany); Mental health; Content (measure theory); Meaning (existential); Psychology; Public relations; Public administration; Business; Political science; Gerontology; Medicine; Psychiatry; Sociology; Social science","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":[0.004581571,0.0002017507,0.000260312,0.006060747,0.002379789,0.002667722,0.0004156788,0.0003576736,0.001737963],"category_scores_gemma":[0.01078064,0.0001558512,0.0002317014,0.006851119,0.002349366,0.001509789,0.001995827,0.0004398006,0.0001814523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008527213,"about_ca_system_score_gemma":0.01012839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04997388,"about_ca_topic_score_gemma":0.05707703,"domain_scores_codex":[0.9978713,0.00110441,0.0002030048,0.0001210542,0.0004777167,0.0002224243],"domain_scores_gemma":[0.9918661,0.00562119,0.0005090128,0.0001843533,0.001635208,0.0001840882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001134793,0.0001079491,0.06838081,0.0010122,0.0000180471,0.0005774051,0.8351091,0.0003808021,0.004419464,0.007870117,0.004789991,0.07722072],"study_design_scores_gemma":[0.00001590084,0.00009179684,0.1074172,0.0006280916,0.00003732759,0.0002320159,0.8449935,0.001637688,0.002348801,0.002008268,0.04055054,0.00003894032],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815828,0.0002187889,0.003352111,0.001193822,0.00003379059,0.001020091,0.002207098,0.00003264949,0.01035874],"genre_scores_gemma":[0.9775587,0.0006799366,0.01299286,0.0002453907,0.00003562008,0.001177782,0.00226114,0.00004640567,0.005002265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04997388,"threshold_uncertainty_score":0.09936601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1099218537972533,"score_gpt":0.438831801808016,"score_spread":0.3289099480107627,"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."}}