{"id":"W4400747829","doi":"10.1136/bmjgh-2024-015633","title":"The performance of digital technologies for measuring tuberculosis medication adherence: a systematic review","year":2024,"lang":"en","type":"review","venue":"BMJ Global Health","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Bill and Melinda Gates Foundation","keywords":"Medicine; Systematic review; Gold standard (test); Medication adherence; Pill; Phone; Digital health; MEDLINE; Internal medicine; Health care; Pharmacology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02632447,0.001622063,0.01104064,0.01426221,0.0007985066,0.003904712,0.002443612,0.002293618,0.002939524],"category_scores_gemma":[0.1317819,0.001566665,0.0104427,0.01431714,0.001493879,0.003828259,0.002147906,0.001418953,0.000249141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00622113,"about_ca_system_score_gemma":0.01606992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035301,"about_ca_topic_score_gemma":0.02213239,"domain_scores_codex":[0.9673114,0.01404026,0.01080904,0.001654146,0.00568807,0.0004971242],"domain_scores_gemma":[0.8722718,0.09826163,0.01858165,0.001545696,0.008561995,0.0007771719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003251506,0.00002021855,0.002142978,0.9465196,0.01591543,0.00006456486,0.0002223777,0.0001110531,0.00007384489,0.0001362229,0.0006209711,0.03384767],"study_design_scores_gemma":[0.0004455955,0.0003361891,0.006755079,0.8870777,0.09848471,0.0002554222,0.0003075617,0.000202722,0.0002203116,0.0002202937,0.005643547,0.0000508666],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00252387,0.9955591,0.0002354532,0.0002691374,0.0000888912,0.0006795577,0.0003838732,0.00001036844,0.0002497003],"genre_scores_gemma":[0.05085687,0.9442842,0.001966077,0.0004534249,0.00009657592,0.001898191,0.000340864,0.000008205704,0.00009559089],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02632447,"threshold_uncertainty_score":0.1392187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.12527882881328,"score_gpt":0.5253189638092362,"score_spread":0.4000401349959561,"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."}}