{"id":"W3089393259","doi":"10.2196/14787","title":"Smartphone and App Usage in Orthopedics and Trauma Surgery: Survey Study of Physicians Regarding Acceptance, Risks, and Future Prospects in Germany","year":2020,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität des Saarlandes; Deutsche Forschungsgemeinschaft","keywords":"mHealth; Usability; Medicine; Medical education; The Internet; App store; Health care; Psychology; Family medicine; Nursing; World Wide Web; Psychological intervention; Computer 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":[0.004996467,0.0001576938,0.0005888319,0.0003902233,0.0005501254,0.00001607122,0.0001118562,0.0001596813,0.00001821497],"category_scores_gemma":[0.0002548608,0.0001404842,0.00001642827,0.001609093,0.000162671,0.0003097615,0.0002279218,0.001510919,0.000006745606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001005762,"about_ca_system_score_gemma":0.0003055218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442898,"about_ca_topic_score_gemma":0.009146911,"domain_scores_codex":[0.9954266,0.002103367,0.0008423729,0.0003983222,0.0004499007,0.000779424],"domain_scores_gemma":[0.9971459,0.001834963,0.0002455499,0.000222548,0.0002330551,0.0003180206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003382713,0.0002929154,0.8826905,0.001765662,0.000007304054,0.000004872009,0.05379644,4.535535e-7,0.00001438094,0.0002196445,0.002547269,0.05832233],"study_design_scores_gemma":[0.001963269,0.0003042594,0.9659813,0.0001876884,0.000001982881,5.913531e-7,0.02514865,0.0002963704,0.000003939408,0.00006105179,0.005951062,0.00009984971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904985,0.0007211149,0.000009249471,0.001765734,0.00005342268,0.006066525,0.00007889087,0.00002310616,0.000783405],"genre_scores_gemma":[0.9922832,0.003454597,0.00002680814,0.0002704463,0.0001431029,0.003750009,0.00002004473,0.0000209815,0.00003076568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08329082,"threshold_uncertainty_score":0.6564277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.177268765123379,"score_gpt":0.5002500324736732,"score_spread":0.3229812673502942,"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."}}