{"id":"W2997927904","doi":"10.2196/15549","title":"Intervention and Evaluation of Mobile Health Technologies in Management of Patients Undergoing Chronic Dialysis: Scoping Review","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"mHealth; Medicine; Intervention (counseling); Dialysis; Telehealth; Intensive care medicine; Psychological intervention; eHealth; Telemedicine; Health care; Nursing; Surgery; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005814189,0.0002115765,0.0009538669,0.0003978561,0.0002863318,0.000003022747,0.0001470538,0.0001783888,0.00009163382],"category_scores_gemma":[0.00008046311,0.0002016829,0.00005563063,0.0007084627,0.00007921063,0.0001423686,0.0001588375,0.000455574,0.00001377712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007350548,"about_ca_system_score_gemma":0.002121428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004092751,"about_ca_topic_score_gemma":0.0008368401,"domain_scores_codex":[0.9947125,0.0009906774,0.002429231,0.0005488966,0.0005395167,0.000779189],"domain_scores_gemma":[0.9967664,0.0003182845,0.001871279,0.0005270902,0.0002927305,0.0002241737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.00006003608,0.0002298368,0.0949095,0.4600905,0.00001236842,7.694927e-8,0.0004431709,0.00001331753,8.469736e-7,0.001778863,0.0001580343,0.4423034],"study_design_scores_gemma":[0.01468665,0.00366325,0.5617351,0.4050381,0.0002940573,0.000001324451,0.008662076,0.001316427,0.000007413027,0.00180179,0.002317719,0.0004760674],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7770708,0.1933945,0.00004866067,0.001142108,0.0002211679,0.02754929,0.00003261694,0.00007398938,0.000466923],"genre_scores_gemma":[0.7326608,0.2564682,0.0002311156,0.0003184243,0.00001289306,0.01019063,0.00007393953,0.00001851738,0.00002554014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4668256,"threshold_uncertainty_score":0.8224389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08032406626492143,"score_gpt":0.4973641092543907,"score_spread":0.4170400429894692,"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."}}