{"id":"W2606392219","doi":"10.2196/humanfactors.5110","title":"Personal Communication Device Use by Nurses Providing In-Patient Care: Survey of Prevalence, Patterns, and Distraction Potential","year":2017,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distraction; Medicine; Psychology; Nursing; Family medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.000364444,0.0001399292,0.0002239745,0.00008780566,0.001873944,0.00003658805,0.0002359223,0.000168488,0.00006969375],"category_scores_gemma":[0.0001917058,0.0001331914,0.00002646491,0.00005327319,0.0001022976,0.0003879654,0.0001082449,0.000465493,0.000004922947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001853545,"about_ca_system_score_gemma":0.0001764693,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02293957,"about_ca_topic_score_gemma":0.01303722,"domain_scores_codex":[0.9980823,0.0004909083,0.0005915689,0.0002756425,0.0002221836,0.0003374118],"domain_scores_gemma":[0.9978701,0.0003134933,0.0008310414,0.000570183,0.0002311115,0.0001840341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000032833,0.00009446791,0.9899374,0.001214087,0.000003563517,1.99099e-7,0.004206162,2.703699e-7,0.0002042174,0.00006869425,0.0007602187,0.003477873],"study_design_scores_gemma":[0.0004450734,0.00008508616,0.9939222,0.0003461051,0.000008829195,2.678848e-7,0.002162862,0.00001820008,0.00005160204,0.000007559909,0.00285101,0.0001012357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960007,0.0002391068,0.00001129467,0.00008868971,0.0001789843,0.002730986,0.0005836306,0.00002666448,0.0001399613],"genre_scores_gemma":[0.9973683,0.000367699,0.00001743852,0.00005417291,0.00002338207,0.001373876,0.0006224372,0.00001783779,0.0001548322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00990235,"threshold_uncertainty_score":0.9994255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08864345276989001,"score_gpt":0.4495441002496509,"score_spread":0.3609006474797609,"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."}}