{"id":"W4404962558","doi":"10.31235/osf.io/ar8c9","title":"Did They Start Out Homeless? Arrival Situations of Persons Experiencing Unsheltered Homelessness in Los Angeles County","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":"","funders":"","keywords":"Quarter (Canadian coin); Psychology; Environmental health; Geography; Demography; Gerontology; Sociology; Medicine","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":[0.0006489473,0.0001578246,0.0002353242,0.000697425,0.001859276,0.001534299,0.0005409195,0.0004145541,0.002674562],"category_scores_gemma":[0.002576906,0.0002702997,0.0002123194,0.0007014621,0.0007224972,0.001412107,0.001768941,0.000934276,0.0001928844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001367174,"about_ca_system_score_gemma":0.001295476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06627534,"about_ca_topic_score_gemma":0.1176368,"domain_scores_codex":[0.9994588,0.0002480648,0.00005496118,0.0000526132,0.00005659163,0.0001289322],"domain_scores_gemma":[0.9988423,0.0002032336,0.0003985217,0.00003725239,0.0001700718,0.0003486714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009525583,0.0001245373,0.8570406,0.0001411592,0.00004828164,0.001690735,0.1228332,0.0001017275,0.0002906329,0.0003780235,0.00532778,0.01192806],"study_design_scores_gemma":[0.00000463241,0.0001091115,0.4558381,0.0001955704,0.0000173659,0.0007538963,0.5383301,0.0001385666,0.00006554709,0.0001311828,0.004388753,0.00002717897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977865,0.0002447276,0.00003520798,0.0007447465,0.00001277571,0.00001085371,0.0001494025,0.000003567571,0.001012255],"genre_scores_gemma":[0.9989237,0.0003793068,0.00006331549,0.0001899123,0.00001117668,0.00001392238,0.000119148,0.000001692406,0.0002977648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06627534,"threshold_uncertainty_score":0.1317791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07923139751543432,"score_gpt":0.4079974864693965,"score_spread":0.3287660889539622,"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."}}