{"id":"W3047137445","doi":"10.1177/1460458220944334","title":"An online mobile/desktop application for supporting sustainable chronic disease self-management and lifestyle change","year":2020,"lang":"en","type":"article","venue":"Health Informatics Journal","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Self-management; Context (archaeology); Quality of life (healthcare); Health care; Disease management; Medicine; Health management system; The Internet; Chronic disease; Computer science; Multimedia; Nursing; Family medicine; World Wide Web; Alternative 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000763121,0.0004523486,0.0003577551,0.0006758822,0.0002478297,0.0003402277,0.0003400975,0.0003218085,0.01868156],"category_scores_gemma":[0.00177268,0.0001084044,0.0003330234,0.0003210892,0.00008495351,0.0004396593,0.0006818417,0.0002748383,0.002280178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001052315,"about_ca_system_score_gemma":0.000267775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003355643,"about_ca_topic_score_gemma":0.000705494,"domain_scores_codex":[0.9998388,0.00006414988,0.00001434247,0.00002044821,0.00004251766,0.00001966828],"domain_scores_gemma":[0.998754,0.0007693352,0.00005532627,0.00007717035,0.0001130839,0.0002310004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001663999,0.003238344,0.02109523,0.0004943239,0.00008833349,0.0006986429,0.0004504615,0.0007077146,0.02179453,0.0005630189,0.03238523,0.9168201],"study_design_scores_gemma":[0.004032961,0.02592421,0.5992442,0.0008453481,0.001343069,0.009729132,0.00151169,0.1015935,0.06272082,0.006654132,0.1859212,0.0004797412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"software","genre_scores_codex":[0.8157624,0.002160216,0.1106394,0.001203644,0.0004297406,0.004766624,0.006013012,0.03005201,0.02897306],"genre_scores_gemma":[0.736599,0.001305465,0.2276716,0.001096927,0.0003866537,0.002491957,0.004143798,0.0006041778,0.02570043],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.01868156,"threshold_uncertainty_score":0.06249601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06408375155045216,"score_gpt":0.4373162699982624,"score_spread":0.3732325184478102,"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."}}