{"id":"W4200589373","doi":"10.2196/29197","title":"A Mobile App to Support Self-management of Chronic Kidney Disease: Development Study","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Loyola University Chicago","keywords":"Kidney disease; Focus group; Self-management; Medicine; Disease management; Nephrology; Family medicine; Nursing; Disease; Internal medicine; Business; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00592425,0.0005312341,0.0003794949,0.0008275341,0.0006147256,0.0009447379,0.0007397968,0.0008286629,0.002799899],"category_scores_gemma":[0.01011845,0.0003745602,0.0006062086,0.0003362774,0.0004580318,0.001006256,0.001294727,0.0008320862,0.0008747056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000550799,"about_ca_system_score_gemma":0.002882158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001673657,"about_ca_topic_score_gemma":0.002542239,"domain_scores_codex":[0.9985406,0.0006487995,0.0001007586,0.0001071358,0.0003607138,0.0002421126],"domain_scores_gemma":[0.9941038,0.002947351,0.0002961839,0.0002431517,0.001364338,0.001045106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002401668,0.06596449,0.220037,0.003913763,0.000231424,0.006056774,0.0550735,0.0009970326,0.01055885,0.00193959,0.02335699,0.609469],"study_design_scores_gemma":[0.00875143,0.1075276,0.5996975,0.003353849,0.001206579,0.01150793,0.05630717,0.01045763,0.01977332,0.001480894,0.1795592,0.0003769047],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9811226,0.0002906673,0.002363387,0.0004393508,0.00005191278,0.01008706,0.0006597755,0.0001161717,0.004869092],"genre_scores_gemma":[0.9172379,0.002183289,0.04663138,0.001183112,0.00006235916,0.0226457,0.0020259,0.0001248193,0.007905681],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.00592425,"threshold_uncertainty_score":0.03133082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04458246857504266,"score_gpt":0.4316534346518737,"score_spread":0.3870709660768311,"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."}}