{"id":"W4243164274","doi":"10.32920/ryerson.14652357.v1","title":"Health care providers and HIV","year":2021,"lang":"en","type":"preprint","venue":"","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Western University","funders":"","keywords":"Stigma (botany); Psychology; Qualitative research; Prejudice (legal term); Conceptualization; Scale (ratio); Health care; Focus group; Clinical psychology; Confirmatory factor analysis; Human immunodeficiency virus (HIV); Social psychology; Medicine; Psychiatry; Family medicine; Sociology; Structural equation modeling","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":[0.001965717,0.0001243034,0.0002343703,0.0008921649,0.008545139,0.004861796,0.000795639,0.001645135,0.02152891],"category_scores_gemma":[0.01258529,0.0001800352,0.0001775781,0.001991955,0.003669694,0.001296152,0.002915932,0.002370942,0.0004749364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02431174,"about_ca_system_score_gemma":0.04170661,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5365839,"about_ca_topic_score_gemma":0.6075358,"domain_scores_codex":[0.9950231,0.001714092,0.0001235636,0.0001914218,0.001292452,0.001655322],"domain_scores_gemma":[0.9914193,0.002399134,0.001261853,0.0001414907,0.001133685,0.003644595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001487205,0.001022642,0.412123,0.0006201681,0.00007978665,0.002312325,0.1197392,0.0002767167,0.0002854971,0.1499203,0.1043613,0.2091103],"study_design_scores_gemma":[0.0001483871,0.000132693,0.3460148,0.002706795,0.00007957288,0.002664059,0.289394,0.000363704,0.0001624303,0.01876659,0.3394983,0.00006871475],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3922014,0.01540732,0.0004763424,0.2191147,0.0007336568,0.0002140232,0.0003791111,0.00002191724,0.3714516],"genre_scores_gemma":[0.9678965,0.006013067,0.0002522642,0.01278942,0.0001450968,0.00004165499,0.00007918974,0.000007176716,0.01277563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5365839,"threshold_uncertainty_score":0.9322905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03263022643433017,"score_gpt":0.3844166906864172,"score_spread":0.351786464252087,"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."}}