{"id":"W3087494691","doi":"10.1177/0956462420945948","title":"Missed opportunities within healthcare for an earlier diagnosis of HIV","year":2020,"lang":"en","type":"article","venue":"International Journal of STD & AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hip and Knee Clinic; University of Calgary","funders":"","keywords":"Medicine; HIV diagnosis; Health care; Human immunodeficiency virus (HIV); Population; Emergency department; Family medicine; Pediatrics; Antiretroviral therapy; Viral load; Psychiatry; Environmental health","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":[0.0009871987,0.0001737046,0.0002643462,0.0008821142,0.00153352,0.001547954,0.0008993205,0.0004320831,0.003644885],"category_scores_gemma":[0.006113418,0.0001949542,0.0002594609,0.001178643,0.000496451,0.0008664449,0.001491555,0.001100652,0.0001808152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003367072,"about_ca_system_score_gemma":0.005278442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2326618,"about_ca_topic_score_gemma":0.5296433,"domain_scores_codex":[0.9975641,0.0005396391,0.0001757846,0.0001912823,0.0008055351,0.0007237336],"domain_scores_gemma":[0.9952057,0.0008680225,0.002281852,0.0001524856,0.0004824353,0.001009497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003668601,0.00005425409,0.9783255,0.00007541614,0.00002657867,0.00040246,0.001669376,0.00008011631,0.0001729645,0.0002072861,0.002045662,0.0169037],"study_design_scores_gemma":[0.000001612585,0.00003420081,0.9927246,0.0001316617,0.00001232408,0.000545134,0.003429855,0.0001768007,0.00006124168,0.0001040702,0.002769553,0.00000894098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880192,0.002441427,0.0005231492,0.003224718,0.0000756288,0.0000608673,0.0009440294,0.0000264102,0.004684578],"genre_scores_gemma":[0.9964647,0.00103475,0.0007619039,0.000618291,0.00007106153,0.0000171013,0.0004062108,0.00000493887,0.0006210351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2326618,"threshold_uncertainty_score":0.4626151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1842051030438148,"score_gpt":0.4118737276793417,"score_spread":0.2276686246355269,"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."}}