{"id":"W4362465769","doi":"10.2196/44765","title":"Smartphone and Mobile App Use Among Physicians in Clinical Practice: Scoping Review","year":2023,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lee Kong Chian School of Medicine, Nanyang Technological University; Nanyang Technological University","keywords":"mHealth; Mobile apps; Smartphone app; Medicine; Computer science; Internet privacy; Psychology; Psychological intervention; World Wide Web; Nursing","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007538869,0.000361522,0.001224297,0.0003446645,0.001467966,0.00002420584,0.0001818641,0.0004472063,0.00006024155],"category_scores_gemma":[0.001517535,0.0003503421,0.00007628381,0.00153676,0.000251358,0.0005316122,0.0002772506,0.002007536,0.0003138165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002091217,"about_ca_system_score_gemma":0.002444026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001600913,"about_ca_topic_score_gemma":0.00167334,"domain_scores_codex":[0.9915149,0.001977529,0.003050393,0.00105616,0.000428239,0.001972778],"domain_scores_gemma":[0.9916621,0.004436007,0.001280328,0.0007622092,0.0002386226,0.001620718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003153663,0.0004741631,0.2993963,0.1431582,0.00001474669,0.00003044575,0.002790106,0.000003421137,0.000001715259,0.001911193,0.08954478,0.4623596],"study_design_scores_gemma":[0.002685736,0.00044169,0.8104025,0.04205396,0.00007792923,0.0000113132,0.001723898,0.0003166094,1.8408e-7,0.0002578193,0.1416232,0.0004051536],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8876594,0.05736057,0.00007103166,0.02230954,0.001301936,0.02860814,0.0001108754,0.0008102602,0.001768215],"genre_scores_gemma":[0.1350605,0.7737572,0.001051378,0.05993369,0.0008663936,0.02822269,0.0002055377,0.0001066867,0.0007959519],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7525989,"threshold_uncertainty_score":0.9998949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1573654917382996,"score_gpt":0.5648881935518568,"score_spread":0.4075227018135573,"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."}}