{"id":"W2607074054","doi":"10.2196/resprot.7105","title":"Testing the Feasibility and Usability of a Novel Smartphone-Based Self-Management Support System for Dialysis Patients: A Pilot Study","year":2017,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Self-management; Computer science; Medicine; Human–computer interaction; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006407666,0.0001920369,0.0005042782,0.0001770049,0.0008183519,0.000255055,0.0005324434,0.00003151896,0.00001494332],"category_scores_gemma":[0.001299233,0.0001149545,0.0001444727,0.0003127973,0.0003516782,0.0001063881,0.0006318442,0.0001898186,0.000004000095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002583296,"about_ca_system_score_gemma":0.0001710679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001326319,"about_ca_topic_score_gemma":0.00003205839,"domain_scores_codex":[0.9966132,0.00037863,0.0006051981,0.0006462607,0.001290907,0.0004658222],"domain_scores_gemma":[0.9959624,0.0004635219,0.00031712,0.001953807,0.001080873,0.0002223046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004723463,0.03889273,0.933341,0.01245447,0.0005326329,0.00001075315,0.000338186,0.000007337249,0.0004281127,0.0001898361,0.0005696256,0.008511836],"study_design_scores_gemma":[0.01566533,0.01275489,0.9667145,0.001086541,0.0001762804,2.427797e-7,0.0005864046,0.001117048,0.000128365,0.00002484272,0.001618589,0.0001269796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.3480053,0.000001045599,0.0001269407,0.0002135327,0.000008440405,0.6496634,0.00004495358,0.00004720222,0.001889176],"genre_scores_gemma":[0.5270205,5.672058e-8,0.0006078798,0.00001136162,0.00003106657,0.4722587,0.000005713553,0.00001226454,0.00005239972],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.1790152,"threshold_uncertainty_score":0.6294184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3436672193553187,"score_gpt":0.5024665383964432,"score_spread":0.1587993190411245,"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."}}