{"id":"W3113612933","doi":"10.2196/22792","title":"Patterns and Perceptions of Smartphone Use Among Academic Neurologists in the United States: Questionnaire Survey","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Descriptive statistics; Family medicine; Neurology; Perception; Telemedicine; MEDLINE; Computer-assisted web interviewing; Smartphone app; Health care; Psychology; Psychiatry; Internet privacy","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":[0.001801227,0.0001547133,0.0003016948,0.001098964,0.0004152989,0.0005919264,0.0003506003,0.0005049177,0.001257752],"category_scores_gemma":[0.004692309,0.0002147745,0.0002805825,0.001206512,0.0003630903,0.000690522,0.0007194867,0.0004807044,0.000316707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005562765,"about_ca_system_score_gemma":0.0006522124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01101805,"about_ca_topic_score_gemma":0.01614665,"domain_scores_codex":[0.9990501,0.0002416775,0.0001926079,0.0001310547,0.0002297003,0.0001548428],"domain_scores_gemma":[0.9951681,0.0008849232,0.002178462,0.0001170277,0.0007624307,0.000889077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002285941,0.00007421015,0.9933202,0.00004532298,0.00001455231,0.00006773893,0.002457403,0.0000324172,0.0001936991,0.00001313209,0.0006653161,0.003093097],"study_design_scores_gemma":[0.000002268215,0.00009706084,0.9931362,0.00002658653,0.000005931075,0.0001613575,0.005882823,0.000107927,0.00004394013,0.00000630139,0.000524294,0.000005399903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982065,0.0001282566,0.00006517989,0.0002674974,0.000004898161,0.00002538864,0.0006728264,0.000007438409,0.0006219943],"genre_scores_gemma":[0.9986394,0.000283627,0.000185068,0.0002268878,0.000008384955,0.00004288872,0.0003965932,0.000002332955,0.0002148768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01101805,"threshold_uncertainty_score":0.02190787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1324209671889366,"score_gpt":0.4544250219611826,"score_spread":0.322004054772246,"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."}}