{"id":"W2780803844","doi":"10.7448/ias.20.1/21371","title":"Improving antiretroviral therapy adherence in resource-limited settings at scale: a discussion of interventions and recommendations","year":2017,"lang":"en","type":"article","venue":"Digital Access to Scholarship at Harvard (DASH) (Harvard University)","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of British Columbia; University of Ottawa","funders":"","keywords":"Psychological intervention; Medicine; Systematic review; Incentive; Health care; Scale (ratio); Population; MEDLINE; Nursing; Political science; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004467484,0.0002705549,0.00046637,0.001019302,0.0008139799,0.0008480868,0.0009678343,0.0001530414,0.0008887419],"category_scores_gemma":[0.001201057,0.0002332241,0.0003960085,0.0006094621,0.0003152261,0.004188081,0.002067864,0.0005078759,0.0002387999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004149194,"about_ca_system_score_gemma":0.00008316083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001438984,"about_ca_topic_score_gemma":0.0005900758,"domain_scores_codex":[0.9978092,0.0001511079,0.0004912801,0.0006249262,0.0004125926,0.000510915],"domain_scores_gemma":[0.9979563,0.00009917723,0.0003715475,0.0007892532,0.000269829,0.0005138578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001379866,0.0005691968,0.8320462,0.0003126933,0.0001204038,0.00009932504,0.0003368258,0.000001085229,0.009674696,0.0001450403,0.005395718,0.149919],"study_design_scores_gemma":[0.005181939,0.003425458,0.7293932,0.003959994,0.00009916428,0.00003969025,0.0007160272,0.0001906727,0.007296468,0.00008291776,0.2490516,0.0005627794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832262,0.00001916486,0.0002325932,0.001895137,0.00004843506,0.00082209,0.0004989277,0.00006952617,0.01318797],"genre_scores_gemma":[0.9595923,0.00009652226,0.0002464793,0.000104668,0.00003221122,0.000009609344,0.0002530463,0.00003257015,0.03963254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2436559,"threshold_uncertainty_score":0.9731101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05005307072171222,"score_gpt":0.3336801567809239,"score_spread":0.2836270860592117,"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."}}