{"id":"W2406768181","doi":"10.2196/mhealth.4508","title":"The Use of Mobile Phone and Medical Apps among General Practitioners in Hangzhou City, Eastern China","year":2016,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mobile phone; China; mHealth; Phone; Internet privacy; Mobile apps; Advertising; Business; Medicine; Environmental health; Family medicine; Medical emergency; Geography; Computer science; Telecommunications; World Wide Web; Nursing; Psychological intervention","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":[0.0005213162,0.0001944425,0.0001971593,0.001171815,0.0009863394,0.0005540235,0.0003186493,0.0005107102,0.001363247],"category_scores_gemma":[0.00114215,0.0002558439,0.0002399425,0.002135348,0.0005298263,0.0004908813,0.0007119733,0.0002908136,0.0001464209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001482871,"about_ca_system_score_gemma":0.001827803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1010008,"about_ca_topic_score_gemma":0.1430055,"domain_scores_codex":[0.9994975,0.00008949546,0.0000712685,0.0001044922,0.0001162291,0.0001210445],"domain_scores_gemma":[0.9991183,0.0001519308,0.0003504406,0.00003459848,0.0001017993,0.0002429445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001642289,0.00002572673,0.9930924,0.00006077324,0.00001341402,0.0003658075,0.002934283,0.00001514821,0.000228055,0.00002055235,0.0001645014,0.003062851],"study_design_scores_gemma":[0.000002504046,0.00003911011,0.9963059,0.00002096724,0.00001037405,0.0001502526,0.003253398,0.00002888623,0.0000149862,0.000007245006,0.0001631255,0.000003205119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992158,0.0003172108,0.00001161938,0.0001366703,0.000002604717,0.000007358074,0.00009372736,0.000001751717,0.000213263],"genre_scores_gemma":[0.9991927,0.0003909533,0.00003988418,0.0001081643,0.000004855927,0.00000932389,0.00008314622,4.960925e-7,0.0001704846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1010008,"threshold_uncertainty_score":0.2008258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08659744181395804,"score_gpt":0.4446442636739821,"score_spread":0.3580468218600241,"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."}}