{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003571723,0.00008403277,0.0002684443,0.0002327868,0.00002881763,0.00003403682,0.0002826382,0.00004394031,0.0005286406],"category_scores_gemma":[0.0007270633,0.00006877779,0.0002889942,0.00007582458,0.00007110737,0.0002697702,0.00003219118,0.0002215459,0.000006056086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005736206,"about_ca_system_score_gemma":0.0003203338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004360242,"about_ca_topic_score_gemma":0.000007117936,"domain_scores_codex":[0.9984347,0.00005918563,0.000630678,0.00009521561,0.0006519832,0.0001282285],"domain_scores_gemma":[0.9973829,0.0001095681,0.0003090022,0.00007998546,0.001730258,0.0003882724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.010303,0.002874913,0.1573841,0.001119767,0.004198474,0.0008073743,0.01239066,0.0001047073,0.02648612,0.02441532,0.4991465,0.2607691],"study_design_scores_gemma":[0.02818875,0.1693295,0.02290957,0.007387337,0.0008266883,0.001406298,0.03758884,0.01348794,0.1261375,0.006171851,0.5856313,0.0009344343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8867279,0.0008838174,0.00710902,0.1020577,0.0003628572,0.0003562768,0.0004841673,0.00001849855,0.001999764],"genre_scores_gemma":[0.9918202,0.0002449516,0.004016457,0.001533501,0.000675868,0.00001322387,0.00005129335,0.00001697774,0.001627576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2598346,"threshold_uncertainty_score":0.5788243,"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."}}