{"id":"W2908058152","doi":"10.2196/12179","title":"Associations of Health App Use and Perceived Effectiveness in People With Cardiovascular Diseases and Diabetes: Population-Based Survey","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Pfizer","keywords":"Diabetes mellitus; Population; Medicine; Gerontology; Psychology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001271437,0.0001879855,0.0003013421,0.0009597907,0.0002824571,0.0005561649,0.0002701341,0.0005741475,0.001020505],"category_scores_gemma":[0.002685817,0.0002790068,0.0006774253,0.001459221,0.0002315857,0.0005826753,0.0005596699,0.0006193913,0.0003062834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002574255,"about_ca_system_score_gemma":0.0002319656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006993834,"about_ca_topic_score_gemma":0.007665792,"domain_scores_codex":[0.9992204,0.0002224094,0.0001631776,0.0001404546,0.0001731677,0.0000804191],"domain_scores_gemma":[0.9982494,0.0003623934,0.0008023816,0.0001229515,0.0002087022,0.0002541208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002486534,0.00004744803,0.9991896,0.00001450168,0.00004980873,0.00001070839,0.00006161119,0.0000141579,0.00004892432,0.000003418438,0.00005714728,0.0004778652],"study_design_scores_gemma":[0.000003117029,0.00007503054,0.9995829,0.000003816653,0.00002007762,0.00003798064,0.0001374413,0.00005797203,0.00001288831,0.000003579151,0.00006327521,0.000001941834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997914,0.0001674514,0.00006902841,0.00003892135,0.000005328573,0.00002992722,0.001405337,0.000004261098,0.0003657179],"genre_scores_gemma":[0.9986707,0.000134883,0.0001197512,0.00005204538,0.000006609889,0.0000416676,0.0008229566,0.000001401861,0.0001498897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006993834,"threshold_uncertainty_score":0.01390624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05213640899261997,"score_gpt":0.3941069467115401,"score_spread":0.3419705377189201,"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."}}