{"id":"W4392683263","doi":"10.1007/s11524-024-00828-0","title":"Patterns of Socioeconomic Marginalization among People Who Use Drugs: A Gender-Stratified Repeated Measures Latent Class Analysis","year":2024,"lang":"en","type":"article","venue":"Journal of Urban Health","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; BC Centre for Disease Control; British Columbia Centre on Substance Use; University of British Columbia","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research; National Institutes of Health; Michael Smith Health Research BC","keywords":"Socioeconomic status; Latent class model; Social class; Demography; Medicine; Psychology; Environmental health; Sociology; Population; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.001417249,0.0002023935,0.001055704,0.0008487864,0.0000639299,0.00007069081,0.0001286147,0.0001228704,0.0001424591],"category_scores_gemma":[0.0001150339,0.0001678977,0.0004196787,0.0004954831,0.00003451348,0.0003278741,0.00002105749,0.0004855009,0.00001037974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006244034,"about_ca_system_score_gemma":0.0008533636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007975286,"about_ca_topic_score_gemma":0.0006230937,"domain_scores_codex":[0.9970504,0.0002949903,0.001483017,0.0002679365,0.0005826664,0.0003209883],"domain_scores_gemma":[0.9978202,0.0001738582,0.0009265649,0.0003248428,0.0003763897,0.0003781203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002420763,0.0002063023,0.9221079,0.001066466,0.002493225,0.00008806841,0.05903323,0.001016257,0.0002558613,0.000158124,0.01025064,0.003081855],"study_design_scores_gemma":[0.001096704,0.000697778,0.9722202,0.0006689654,0.001730093,0.00007303747,0.0104808,0.0117534,0.0002203305,0.00005915833,0.0008170339,0.0001824694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992384,0.0022982,0.00268091,0.001898812,0.0002641316,0.0002841027,0.00005014387,0.00003835684,0.0001013644],"genre_scores_gemma":[0.9967087,0.001562934,0.000197047,0.0003116645,0.0002603022,0.000003177621,0.00005233075,0.00004140483,0.0008624401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05011234,"threshold_uncertainty_score":0.6846671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06156552192370215,"score_gpt":0.3396877680887405,"score_spread":0.2781222461650383,"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."}}