{"id":"W7074706097","doi":"","title":"Identification of people with low prevalence diseases in administrative healthcare records: A case study of HIV in British Columbia, Canada","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Health care; Medical record; Identification (biology); HIV diagnosis; Test (biology); Linkage (software); Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002572344,0.0007502343,0.000711903,0.001890692,0.006030203,0.002147307,0.003240573,0.001174246,0.001605534],"category_scores_gemma":[0.009640283,0.001012116,0.0007952811,0.004404803,0.001819018,0.0006835307,0.001706484,0.001825207,0.0003002016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04526515,"about_ca_system_score_gemma":0.03932805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9947891,"about_ca_topic_score_gemma":0.9971136,"domain_scores_codex":[0.9951535,0.0009142144,0.0003235682,0.0006680972,0.001673512,0.001267015],"domain_scores_gemma":[0.9912637,0.001434237,0.001128937,0.0005926697,0.004436402,0.001144067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001304383,0.000218921,0.9888211,0.00008952169,0.00009674637,0.0008957469,0.002974083,0.0002366301,0.0002186055,0.0001121536,0.001457029,0.004749001],"study_design_scores_gemma":[0.00006591913,0.0001337885,0.9847293,0.0001494644,0.0001151953,0.0008743329,0.01018704,0.002343276,0.0001988293,0.00007362533,0.001085263,0.00004390227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974788,0.0003138369,0.0001476896,0.0002776236,0.000008493191,0.0001757332,0.0007284613,0.000007110763,0.0008623279],"genre_scores_gemma":[0.9973446,0.0003398759,0.0005948655,0.0003485771,0.000008397468,0.00006794056,0.0006847092,0.000009020207,0.0006021239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04526515,"threshold_uncertainty_score":0.3284231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.174993977892317,"score_gpt":0.4632109021265723,"score_spread":0.2882169242342554,"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."}}