{"id":"W4388127769","doi":"10.1186/s12961-023-01054-x","title":"Barriers and facilitators of implementing electronic monitors to improve adherence and health outcomes in tuberculosis patients: protocol for a systematic review based on the Consolidated Framework for Implementation Research","year":2023,"lang":"en","type":"review","venue":"Health Research Policy and Systems","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"Natural Science Foundation of Inner Mongolia; National Natural Science Foundation of China; Natural Science Foundation of Shanghai","keywords":"Implementation research; Medicine; Psychological intervention; Health services research; Tuberculosis; Health informatics; Health administration; Protocol (science); Intervention (counseling); Public health; Process management; Medical emergency; Nursing; Alternative medicine","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":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05921879,0.0004459279,0.004132973,0.001863466,0.0007780982,0.00009527781,0.0002933681,0.0002734881,0.000005043288],"category_scores_gemma":[0.03793796,0.0002680979,0.0002215006,0.00187224,0.0002654268,0.00005714851,0.0002176803,0.001379053,0.000003309655],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001668131,"about_ca_system_score_gemma":0.006158314,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009969264,"about_ca_topic_score_gemma":0.0006108286,"domain_scores_codex":[0.981629,0.01018333,0.003048545,0.000956697,0.001285829,0.002896618],"domain_scores_gemma":[0.9768,0.0195584,0.0007505353,0.0007328358,0.0009986251,0.00115957],"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":[0.0001232955,0.00004194783,0.001175554,0.9730855,0.000207999,4.881571e-7,0.0003691418,7.004195e-8,1.457706e-7,0.00404789,0.004184074,0.01676396],"study_design_scores_gemma":[0.002829484,0.01460186,0.0004273454,0.9116561,0.0001058183,0.000006191534,0.00402589,0.0003330754,8.462156e-7,0.0005833904,0.06508264,0.0003473799],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0001632999,0.3628294,0.00002691952,0.01481347,0.00002759323,0.6207023,0.001406206,0.00002475753,0.000006149055],"genre_scores_gemma":[0.0003128332,0.4746975,0.00004320277,0.0007392822,0.00006745351,0.5239651,0.00008362129,0.00005595768,0.00003506788],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1118681,"threshold_uncertainty_score":0.9999771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4759919870704388,"score_gpt":0.6538318107797185,"score_spread":0.1778398237092798,"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."}}