{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001278667,0.0001665057,0.0002501014,0.001086252,0.0003270644,0.0004959808,0.000456924,0.0005072557,0.0009836832],"category_scores_gemma":[0.004454637,0.0002710192,0.0003385158,0.001032131,0.0002691046,0.00053865,0.0006414393,0.0003741318,0.0003901192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003845239,"about_ca_system_score_gemma":0.000328866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003552911,"about_ca_topic_score_gemma":0.004164298,"domain_scores_codex":[0.9985548,0.0005023503,0.0002931807,0.0001306108,0.0003921338,0.0001269759],"domain_scores_gemma":[0.9959741,0.0008579338,0.002125078,0.0001329434,0.0006332447,0.0002766942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004333398,0.0000789597,0.9941069,0.00005288313,0.00001614884,0.00005216111,0.0008929418,0.00001012051,0.0002514993,0.000006264226,0.0001126773,0.004376087],"study_design_scores_gemma":[0.000003719247,0.0002398399,0.9962572,0.00003755683,0.00001059412,0.0003992141,0.002513058,0.00009192104,0.00009954231,0.000007410981,0.0003337166,0.000006188092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987823,0.0003075198,0.00008510298,0.00004215262,0.000003556605,0.00002997624,0.0001921551,0.000003347858,0.0005537675],"genre_scores_gemma":[0.99875,0.0004364827,0.0002489581,0.00005241548,0.000006558946,0.00005229714,0.0002115846,0.000001962831,0.0002398235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003552911,"threshold_uncertainty_score":0.007064462,"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."}}