{"id":"W4402531681","doi":"10.4178/epih.e2024076","title":"Homelessness and mortality: gender, age, and housing status inequity in Korea","year":2024,"lang":"en","type":"article","venue":"Epidemiology and Health","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Public Health Ontario; University of Toronto","funders":"National Research Foundation of Korea; Ministry of Science and ICT, South Korea; National Health Insurance Service; Seoul National University; National Research Foundation","keywords":"Medicine; Environmental health; Demography; Gerontology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005764442,0.000174412,0.001114154,0.0001440516,0.0006570538,0.00001132587,0.0000436521,0.0003504309,0.00002928225],"category_scores_gemma":[0.0003148883,0.0001458654,0.00002358978,0.0001726076,0.0002631579,0.0001141467,0.0001449671,0.0008469546,0.000005412534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047516,"about_ca_system_score_gemma":0.0003292335,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01264067,"about_ca_topic_score_gemma":0.05360196,"domain_scores_codex":[0.9960636,0.001776028,0.0007363316,0.0004687229,0.00006106498,0.0008942502],"domain_scores_gemma":[0.9976765,0.001700583,0.0001302021,0.0001379535,0.00002276328,0.0003320044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001103365,0.00001342664,0.8737192,0.001671267,0.00001889294,0.00003631346,0.02907358,6.163049e-7,9.376556e-7,0.07019893,0.00007338959,0.02518244],"study_design_scores_gemma":[0.0003245992,0.00005015931,0.9339687,0.0002925554,0.00001104579,6.358133e-7,0.01681709,0.000264294,1.365864e-7,0.04486033,0.003282985,0.0001274503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285099,0.06686141,0.0002212329,0.002910764,0.0004526654,0.0003774005,0.00002852327,0.00008845032,0.0005496598],"genre_scores_gemma":[0.9553909,0.04254814,0.0002016669,0.001482157,0.0002441737,0.00004546433,0.0000256974,0.00001948973,0.00004233751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06024955,"threshold_uncertainty_score":0.9939342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3086451094409338,"score_gpt":0.5343309337143196,"score_spread":0.2256858242733858,"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."}}