{"id":"W3161373910","doi":"10.1177/09564624211020995","title":"What are the drivers of high-cost HIV patients?","year":2021,"lang":"en","type":"article","venue":"International Journal of STD & AIDS","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hip and Knee Clinic; University of Calgary","funders":"","keywords":"Medicine; Health care; Human immunodeficiency virus (HIV); Total cost; Cost driver; Emergency medicine; Health economics; Family medicine; Environmental health; Public health; Nursing","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":[0.0008612429,0.0003376679,0.000589552,0.001300449,0.001487968,0.00327565,0.001238742,0.0009870699,0.008004914],"category_scores_gemma":[0.007708712,0.0004864146,0.0007470047,0.002703076,0.0005587504,0.002411928,0.001497552,0.002234637,0.0005801882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002689396,"about_ca_system_score_gemma":0.003996095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06804865,"about_ca_topic_score_gemma":0.1013329,"domain_scores_codex":[0.9985448,0.0002471726,0.0001173385,0.0001639284,0.0003405384,0.0005861434],"domain_scores_gemma":[0.9945802,0.0007510664,0.002354807,0.00008449395,0.0008247076,0.001404642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002967931,0.00005508327,0.9878135,0.00005990305,0.00008156772,0.0001065342,0.0002226413,0.00006582696,0.00001369448,0.000569839,0.003326837,0.007654819],"study_design_scores_gemma":[0.00001012316,0.00003624075,0.9888515,0.0003653954,0.00009759002,0.0005728761,0.004896995,0.001085259,0.00004674452,0.001306466,0.002700115,0.00003066847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716968,0.005232149,0.0002286402,0.01612159,0.0001388739,0.00005072093,0.002289494,0.00001067291,0.00423103],"genre_scores_gemma":[0.9958263,0.001717406,0.0001803986,0.0008785851,0.0001474201,0.00002111225,0.0008777594,0.000008586789,0.0003424196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06804865,"threshold_uncertainty_score":0.1353052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765670940759941,"score_gpt":0.3247138570306655,"score_spread":0.3070571476230661,"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."}}