{"id":"W4411479933","doi":"10.2196/60822","title":"Evaluating the Effectiveness of Mobile Apps on Medication Adherence for Chronic Conditions: Systematic Review and Meta-Analysis","year":2025,"lang":"en","type":"review","venue":"Journal of Medical Internet Research","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Preprint; Meta-analysis; Medicine; Medication adherence; Systematic review; MEDLINE; Computer science; World Wide Web; Internal 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","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04879704,0.0002456808,0.005961901,0.0006470092,0.00006209608,0.0000279442,0.001080028,0.0002839901,0.002807981],"category_scores_gemma":[0.02887581,0.0001130653,0.001766677,0.001246546,0.0004390548,0.00004258775,0.0001367834,0.001600405,0.00004971551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002503959,"about_ca_system_score_gemma":0.00317986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001526219,"about_ca_topic_score_gemma":0.000001661938,"domain_scores_codex":[0.9878997,0.005534509,0.00233156,0.0003376763,0.003651548,0.0002449723],"domain_scores_gemma":[0.972487,0.02290915,0.001770839,0.0007547084,0.00177437,0.0003038924],"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":[0.00003646482,0.0001248697,2.96753e-7,0.934729,0.04628202,0.000007160552,0.00001302557,4.524666e-7,4.404241e-7,0.0005107366,0.004255641,0.01403994],"study_design_scores_gemma":[0.0003747144,0.002051188,0.000001766144,0.5667213,0.4177147,0.0001236585,0.00003553174,0.0002109642,0.000003985379,0.0001525716,0.01253474,0.00007490837],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000369394,0.9915534,0.001197877,0.001077358,0.00007322284,0.005895723,0.0000234203,0.000003979812,0.0001713401],"genre_scores_gemma":[0.0002340421,0.9925379,0.00005852596,0.0002284247,0.00008869541,0.004131567,0.00004652443,0.00001290492,0.002661468],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3714327,"threshold_uncertainty_score":0.9981036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4636363123598876,"score_gpt":0.629827611419408,"score_spread":0.1661912990595205,"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."}}