{"id":"W4386175873","doi":"10.21203/rs.3.rs-3136877/v1","title":"“Cold turkey meds again”: Access to community HIV/AIDS services during public health emergencies","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Pandemic; Feeling; Mental health; Human immunodeficiency virus (HIV); Service provider; Public health; Isolation (microbiology); Nursing; Continuum of care; Service (business); Medicine; Work (physics); Health care; Business; Psychology; Coronavirus disease 2019 (COVID-19); Family medicine; Psychiatry; Political science; Social psychology; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002735103,0.0002200016,0.00019125,0.001043383,0.001339555,0.002232572,0.0005505668,0.001582929,0.02260715],"category_scores_gemma":[0.01324938,0.0002270819,0.000272314,0.001906796,0.0009773732,0.003009051,0.0009293172,0.001320283,0.001079434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001958885,"about_ca_system_score_gemma":0.00355838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06479396,"about_ca_topic_score_gemma":0.1136144,"domain_scores_codex":[0.998785,0.0007306983,0.00004793072,0.00008354571,0.0001569296,0.0001958471],"domain_scores_gemma":[0.9964893,0.002005833,0.0004069133,0.0001369963,0.0003107963,0.000650263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00172395,0.001070664,0.3738112,0.0006437188,0.0001360452,0.001715679,0.0205603,0.0005728164,0.0005461337,0.02125837,0.2925713,0.2853898],"study_design_scores_gemma":[0.000141171,0.0004926016,0.8211735,0.000660295,0.0001595876,0.0006877922,0.1090831,0.001232035,0.0004781923,0.01091497,0.05491994,0.00005672749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7570853,0.005367452,0.0009212627,0.1200619,0.002693278,0.0001829994,0.004059957,0.0000918759,0.109536],"genre_scores_gemma":[0.9776348,0.002961708,0.0007548094,0.003946081,0.0009317967,0.00009108577,0.001046896,0.00006119591,0.0125716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06479396,"threshold_uncertainty_score":0.1288336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4607576208983238,"score_gpt":0.582335389811231,"score_spread":0.1215777689129072,"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."}}