{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007830209,0.001289439,0.007472294,0.005794225,0.0007152355,0.002480172,0.001417366,0.002010539,0.004114024],"category_scores_gemma":[0.04868125,0.0008629732,0.01023809,0.005582005,0.0006407251,0.002037881,0.001339943,0.001337058,0.0001992394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003132627,"about_ca_system_score_gemma":0.00873537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00694898,"about_ca_topic_score_gemma":0.01697012,"domain_scores_codex":[0.9919695,0.003327611,0.002427483,0.0004787319,0.001586005,0.0002106197],"domain_scores_gemma":[0.966545,0.02560969,0.005149773,0.0003101284,0.002026241,0.0003591322],"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":[0.0004898305,0.00005201534,0.001147732,0.9418674,0.01597217,0.00006114531,0.0002125232,0.00009539707,0.00007628447,0.00009921307,0.0007158978,0.03921038],"study_design_scores_gemma":[0.001196903,0.0006386071,0.007040238,0.8348011,0.1473459,0.0002560459,0.0002835254,0.0002411054,0.0002123108,0.0001878118,0.007747228,0.00004922419],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004471838,0.9930437,0.0001807152,0.0003091444,0.0001289388,0.0009728079,0.0004268007,0.00001687521,0.0004492261],"genre_scores_gemma":[0.06545094,0.9294758,0.001598484,0.0007209535,0.0001509131,0.002120883,0.0002895434,0.000008348497,0.000184108],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007830209,"threshold_uncertainty_score":0.04141057,"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."}}