{"id":"W4403219187","doi":"10.2196/53144","title":"Effectiveness of Mobile Apps in Improving Medication Adherence Among Chronic Kidney Disease Patients: Systematic Review","year":2024,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Kidney disease; Medication adherence; Medicine; Computer science; World Wide Web; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01921784,0.0003427242,0.003656069,0.0009088328,0.00001883268,0.00003488057,0.001467843,0.0004123902,0.001976313],"category_scores_gemma":[0.024605,0.0002041984,0.0006745574,0.001226979,0.0004865209,0.0001338782,0.0003422705,0.003632498,0.0005615867],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097999,"about_ca_system_score_gemma":0.008207608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000067501,"about_ca_topic_score_gemma":0.000002337904,"domain_scores_codex":[0.9875034,0.00284177,0.003331481,0.0004606925,0.005428891,0.0004337695],"domain_scores_gemma":[0.9932436,0.001710343,0.001581502,0.000737826,0.001180304,0.001546421],"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":[0.00003901698,0.0003440123,0.00008399408,0.9153069,0.0002530231,0.0002634149,0.00002341407,2.281052e-8,3.654067e-7,0.00004089061,0.01025795,0.07338703],"study_design_scores_gemma":[0.0006932437,0.0008841989,0.00006112194,0.9657517,0.001849181,0.00009403223,0.00002451033,0.0001640724,0.000001611183,0.00003109651,0.03031208,0.0001331329],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001229949,0.9948021,0.000134787,0.0001848741,0.0004876317,0.004100292,0.00001135094,0.00001026702,0.0001457401],"genre_scores_gemma":[0.002248151,0.9954038,0.00001109501,0.00006610323,0.0002460487,0.001079475,0.00007386164,0.00004338272,0.0008280399],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07325389,"threshold_uncertainty_score":0.998936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0792914438841366,"score_gpt":0.4734359886060327,"score_spread":0.3941445447218961,"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."}}