{"id":"W3046135703","doi":"10.1007/s10597-020-00693-6","title":"Typology of Currently or Formerly Homeless Individuals Based on Their Use of Health and Social Services","year":2020,"lang":"en","type":"article","venue":"Community Mental Health Journal","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Typology; Latent class model; Medicine; Outreach; Harm reduction; Service (business); Emergency department; Family medicine; Assertive community treatment; Mental health; Gerontology; Psychiatry; Public health; Nursing; Mental illness; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002391779,0.0001874109,0.001248671,0.000130666,0.003377964,0.00001659007,0.0003561906,0.0001573205,0.0001158654],"category_scores_gemma":[0.00004833895,0.0001421028,0.00008894809,0.0002293398,0.0001856645,0.0001847073,0.0001943743,0.00183156,0.000003412428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001811311,"about_ca_system_score_gemma":0.001255234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003190774,"about_ca_topic_score_gemma":0.003380263,"domain_scores_codex":[0.9911885,0.006615679,0.001251344,0.0001072152,0.0003096265,0.0005275961],"domain_scores_gemma":[0.9967155,0.0009684877,0.001588316,0.0001698704,0.0001545014,0.0004033562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008101916,0.0006405921,0.1770079,0.007770584,0.00006127433,6.864835e-7,0.7591935,0.000002061098,0.00002134171,0.0006056295,0.000403673,0.0534826],"study_design_scores_gemma":[0.003018419,0.003786043,0.08724003,0.001753916,0.000009879321,0.000001248199,0.8983914,0.0001658572,0.0000248085,0.0002289185,0.005209861,0.0001696064],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885587,0.0007802123,0.00005394388,0.009182455,0.0003162987,0.0005393664,0.0004832413,0.00002087917,0.00006489563],"genre_scores_gemma":[0.9924014,0.00107333,0.0001864906,0.006049712,0.0001238198,0.000008782368,0.0001281099,0.00002335404,0.000005052075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1391979,"threshold_uncertainty_score":0.9979195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2855628580386482,"score_gpt":0.4754767535174739,"score_spread":0.1899138954788256,"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."}}