{"id":"W4323024012","doi":"10.2196/41188","title":"Establishing Novel Antiretroviral Imaging for Hair to Elucidate Nonadherence: Protocol for a Single-Arm Cross-sectional Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institute of Allergy and Infectious Diseases; National Institute of Mental Health; Center for AIDS Research, University of Washington; University of North Carolina at Chapel Hill; National Institutes of Health","keywords":"Medicine; Viral load; Cross-sectional study; Human immunodeficiency virus (HIV); Protocol (science); Test (biology); Antiretroviral therapy; Medication adherence; Family medicine; Physical therapy; Internal medicine; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.03300827,0.005237679,0.005422063,0.002585836,0.004827504,0.002402494,0.003297328,0.005561021,0.03459971],"category_scores_gemma":[0.02130786,0.002916509,0.003350336,0.002482069,0.002769987,0.002462558,0.002268231,0.005907178,0.00978206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003876956,"about_ca_system_score_gemma":0.01412181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002597706,"about_ca_topic_score_gemma":0.00469313,"domain_scores_codex":[0.982816,0.01021415,0.002143626,0.00153342,0.002100568,0.001192193],"domain_scores_gemma":[0.9834909,0.002774506,0.002550269,0.002810349,0.00668952,0.001684466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.3912936,0.1864088,0.02357914,0.03474744,0.002667978,0.002035099,0.003482036,0.01081108,0.02674212,0.01250309,0.07130059,0.234429],"study_design_scores_gemma":[0.4074858,0.2541459,0.07360867,0.009113319,0.001466805,0.000713812,0.001871947,0.009823709,0.009230153,0.008606403,0.2231528,0.0007806781],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001905211,0.0001074518,0.003052309,0.00008144219,0.0001148832,0.9935398,0.0005473515,0.00006163581,0.0005899748],"genre_scores_gemma":[0.001578839,0.00007931567,0.003997408,0.0001182125,0.00002792387,0.9938392,0.0001355181,0.000005444529,0.0002181417],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03459971,"threshold_uncertainty_score":0.1745666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4377514826341703,"score_gpt":0.6243834353341509,"score_spread":0.1866319526999806,"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."}}