{"id":"W3125356059","doi":"10.2196/18590","title":"Willingness to Use Digital Health Tools in Patient Care Among Health Care Professionals and Students at a University Hospital in Saudi Arabia: Quantitative Cross-sectional Survey","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"College of Medicine, King Saud University; King Saud University","keywords":"Cross-sectional study; Health care; Family medicine; Medicine; Nursing; Health professionals; Political science","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":[0.00102028,0.0002143219,0.0004684922,0.0002323839,0.0009662212,0.00004894615,0.0002031222,0.0003258759,0.0001188376],"category_scores_gemma":[0.002434715,0.0002248677,0.00004193189,0.000937491,0.0001120707,0.0004450531,0.0003161528,0.0009175219,0.00003869364],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003605617,"about_ca_system_score_gemma":0.01767336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005731883,"about_ca_topic_score_gemma":0.04569514,"domain_scores_codex":[0.9950327,0.001375025,0.001134203,0.0007826324,0.0008845274,0.0007909535],"domain_scores_gemma":[0.995833,0.001118694,0.0004644797,0.0003074618,0.0008173744,0.001459032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001426737,0.0008617765,0.9469109,0.0008577089,0.000004327475,0.000005313252,0.03874271,0.000003150395,1.481942e-7,0.0002874004,0.002595502,0.009588423],"study_design_scores_gemma":[0.001101933,0.0002942994,0.94322,0.00095719,9.037324e-7,0.000001632056,0.0453833,0.000008735762,3.135819e-7,0.00001396372,0.008859009,0.0001587055],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865693,0.0009179898,0.00002903728,0.005107336,0.001081357,0.005693977,0.0004923872,0.00003952843,0.00006904777],"genre_scores_gemma":[0.9890327,0.0002712409,0.00020651,0.005375943,0.00008443269,0.002238253,0.00241742,0.00002492728,0.000348597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03996326,"threshold_uncertainty_score":0.9878955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05648093817304769,"score_gpt":0.4830957851332408,"score_spread":0.4266148469601931,"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."}}