{"id":"W3163186267","doi":"10.1111/hiv.13121","title":"Economic impact on direct healthcare costs of missing opportunities for diagnosing HIV within healthcare settings","year":2021,"lang":"en","type":"article","venue":"HIV Medicine","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hip and Knee Clinic; University of Calgary","funders":"","keywords":"Medicine; Human immunodeficiency virus (HIV); Health care; HIV diagnosis; Demography; Family medicine; Antiretroviral therapy; Viral load","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":[0.0008331005,0.0002311943,0.0008106674,0.000300249,0.0001792582,0.00001688745,0.0001019209,0.0001012768,0.0005678305],"category_scores_gemma":[0.001452675,0.0001775307,0.0002706379,0.0001564725,0.0002029936,0.00009269008,0.00003717895,0.0003281106,0.00001615635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006961021,"about_ca_system_score_gemma":0.001217793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007744226,"about_ca_topic_score_gemma":0.0002089816,"domain_scores_codex":[0.9978495,0.0002011844,0.0007321882,0.0003716509,0.0003522516,0.0004932254],"domain_scores_gemma":[0.9975648,0.0007033916,0.0002467989,0.0004275797,0.0003996877,0.0006577462],"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":[0.001314157,0.0003397962,0.01240962,0.00466227,0.0004384346,0.0006684989,0.003896846,0.00003074052,0.003522384,0.00324098,0.8268795,0.1425967],"study_design_scores_gemma":[0.05313518,0.1040142,0.03661373,0.217769,0.001802866,0.003330475,0.1238309,0.04921885,0.1306767,0.003366371,0.2732434,0.002998453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3966184,0.01159159,0.0009783086,0.5694245,0.0005448688,0.001825516,0.001535345,0.0001759956,0.01730549],"genre_scores_gemma":[0.9838642,0.0007186376,0.0007745798,0.003091686,0.0007668336,0.00007869556,0.001205385,0.00006640663,0.009433536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5872458,"threshold_uncertainty_score":0.7239491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09663096650953011,"score_gpt":0.4115462410064852,"score_spread":0.3149152744969551,"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."}}