{"id":"W2935642790","doi":"10.2196/10299","title":"Using Mobile Apps for Health Management: A New Health Care Mode in China","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; Sun Yat-sen University","keywords":"mHealth; The Internet; Health care; Digital health; Internet privacy; Telemedicine; China; Popularity; Business; Medicine; Health technology; Nursing; World Wide Web; Computer science; Psychology; Psychological intervention; Political 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002437053,0.000644184,0.001630713,0.000834247,0.002296442,0.00002704486,0.0004287166,0.0004452172,0.0001542681],"category_scores_gemma":[0.00002956443,0.0006554137,0.0001456036,0.001122009,0.00007226777,0.0002624105,0.000192051,0.001474931,0.0001510219],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002483265,"about_ca_system_score_gemma":0.01062459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01076323,"about_ca_topic_score_gemma":0.003652427,"domain_scores_codex":[0.9900928,0.0008796682,0.002958726,0.001577848,0.0005378621,0.003953135],"domain_scores_gemma":[0.9933628,0.0003659307,0.0015213,0.001161582,0.0001454869,0.003442932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002175674,0.0007861509,0.07352246,0.1434828,0.00005173132,0.000003763369,0.03952504,0.0006778364,0.000007992198,0.08547219,0.0839783,0.5703161],"study_design_scores_gemma":[0.01576806,0.002341772,0.1017635,0.002692403,0.0000445455,0.000016991,0.01300365,0.005126715,9.361361e-7,0.00334319,0.85491,0.0009882015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7336336,0.06050999,0.009414976,0.04504482,0.004153425,0.1345235,0.001381014,0.001168709,0.01016998],"genre_scores_gemma":[0.8063279,0.03111689,0.04476074,0.07675762,0.001461499,0.03371022,0.00113222,0.0004333829,0.004299566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7709317,"threshold_uncertainty_score":0.9995897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07584250390062221,"score_gpt":0.5049741007181044,"score_spread":0.4291315968174823,"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."}}