{"id":"W2788071859","doi":"10.2196/medinform.9526","title":"The Use of Communication Apps by Medical Staff in the Australian Health Care System: Survey Study on Prevalence and Use","year":2018,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multidisciplinary approach; Health care; Data sharing; Medicine; Internet privacy; Medical education; Nursing; Medical emergency; Computer science; Alternative 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":[0.007887146,0.0001627036,0.000351096,0.00007162597,0.001362211,0.0000326376,0.0007979968,0.000306054,0.00004434844],"category_scores_gemma":[0.002077017,0.00009106984,0.0000229729,0.0004037844,0.0005237738,0.0001937248,0.0001966448,0.001390227,0.00004593078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002013369,"about_ca_system_score_gemma":0.001518414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00325142,"about_ca_topic_score_gemma":0.00983295,"domain_scores_codex":[0.992258,0.003439589,0.002072823,0.0001418266,0.001470497,0.000617252],"domain_scores_gemma":[0.9909956,0.006144104,0.0007575089,0.001129359,0.00031197,0.00066146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003015577,0.001016217,0.2378903,0.00678579,0.00002888664,0.000001316936,0.2064873,8.619512e-7,8.95523e-8,0.006270495,0.4913056,0.04991159],"study_design_scores_gemma":[0.002253955,0.00140846,0.3677869,0.002498558,0.00001434741,0.00000582347,0.1800844,0.001650437,3.669133e-7,0.00001063586,0.4441098,0.0001763347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750288,0.0003473899,0.0001646009,0.01100091,0.0002627326,0.01243918,0.000291388,0.00007668377,0.0003883568],"genre_scores_gemma":[0.9889716,0.001848939,0.0001329526,0.004934253,0.00007501504,0.003771193,0.0001387124,0.00001421904,0.0001131368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1298966,"threshold_uncertainty_score":0.9999379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1340597876743732,"score_gpt":0.4784505059855096,"score_spread":0.3443907183111363,"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."}}