{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004463773,0.0003349563,0.001565495,0.0003898186,0.0009599071,0.00002049254,0.00009962548,0.0002591807,0.00001692678],"category_scores_gemma":[0.0003569084,0.0002975566,0.00006217312,0.0007565573,0.00009230864,0.0002429524,0.00005896327,0.0006465454,0.00000580007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005045454,"about_ca_system_score_gemma":0.002614043,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04074822,"about_ca_topic_score_gemma":0.01100647,"domain_scores_codex":[0.9925815,0.003652347,0.001320215,0.0008090468,0.0004372919,0.001199571],"domain_scores_gemma":[0.9934258,0.003829628,0.0008006188,0.0006114327,0.0002762624,0.00105623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000182639,0.0001517522,0.9835898,0.01031802,0.00002516972,2.172855e-7,0.0006150967,0.00006346336,0.000001406169,0.0004135746,0.00006096109,0.004577883],"study_design_scores_gemma":[0.003428747,0.0004329192,0.9936978,0.0006678776,0.00004883287,6.680154e-7,0.0002940185,0.000720657,1.404363e-7,0.00008082436,0.000410519,0.0002169779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862475,0.003740458,0.00008159355,0.0008531729,0.0001420242,0.00806235,0.0007679327,0.00008375091,0.00002126362],"genre_scores_gemma":[0.992765,0.002050943,0.0002410631,0.001673868,0.00004742889,0.00246576,0.0006820062,0.00005469892,0.00001919829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02974175,"threshold_uncertainty_score":0.9999477,"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."}}