{"id":"W4394693901","doi":"10.1371/journal.pone.0298252","title":"Identifying 2SLGBTQ+ individuals experiencing homelessness using Point-in-Time counts: Evidence from the 2021 Toronto Street Needs Assessment survey","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Outreach; Transgender; Lesbian; Needs assessment; Sexual orientation; Medicine; Psychology; Gerontology; Sociology; Social psychology; Gender studies; Political 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":[0.003468689,0.0002611741,0.0002277684,0.001996817,0.0009611506,0.0009505489,0.001206789,0.0003961229,0.00236766],"category_scores_gemma":[0.01316873,0.0003363982,0.0004105367,0.003431226,0.0006624063,0.0005762568,0.001737261,0.0004252525,0.0003547974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004731514,"about_ca_system_score_gemma":0.006550414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8170274,"about_ca_topic_score_gemma":0.8861924,"domain_scores_codex":[0.9970554,0.0007916973,0.0002625558,0.0002149988,0.001232664,0.0004426398],"domain_scores_gemma":[0.988035,0.001355326,0.003608552,0.0004798617,0.005403948,0.001117303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002845521,0.00001699021,0.9887825,0.0001345012,0.00002123824,0.00003038062,0.003648925,0.00003597515,0.00004394768,0.00004664507,0.00163683,0.00557367],"study_design_scores_gemma":[0.000001968632,0.00001640934,0.9949332,0.00008271885,0.000008688406,0.00001740389,0.003954388,0.00004393492,0.00001808595,0.00000808835,0.0009110488,0.000004148104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798773,0.001029105,0.0003739208,0.0009785077,0.00003275111,0.0003200471,0.01123798,0.00001166533,0.006138746],"genre_scores_gemma":[0.9897465,0.001464001,0.0004870991,0.0002892317,0.00002473191,0.0002878537,0.006879455,0.000006453199,0.0008147186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1829726,"threshold_uncertainty_score":0.3681003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.197380790051885,"score_gpt":0.4326856936200946,"score_spread":0.2353049035682096,"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."}}