{"id":"W4389615626","doi":"10.2196/49575","title":"Digital Transformation of Public Health for Noncommunicable Diseases: Narrative Viewpoint of Challenges and Opportunities","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital health; Public health; Health care; Public relations; Digital transformation; mHealth; Internet privacy; Political science; Medicine; Business; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006842313,0.0009510915,0.0005014137,0.002959937,0.01091298,0.01952405,0.001649906,0.006752101,0.004540716],"category_scores_gemma":[0.008027999,0.0003897803,0.0005838349,0.002351267,0.03689592,0.02548914,0.0114992,0.009632087,0.0007780723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0110408,"about_ca_system_score_gemma":0.007470611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004506089,"about_ca_topic_score_gemma":0.004736945,"domain_scores_codex":[0.9951971,0.003281515,0.0001242745,0.0003612486,0.0005137456,0.0005220743],"domain_scores_gemma":[0.9944658,0.003731977,0.0004477095,0.0002637046,0.0004552756,0.0006356193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001165591,0.00001535464,0.0002359641,0.0001540872,0.000003446579,0.0004468319,0.04739955,0.0001263364,0.00008228728,0.9353674,0.01044751,0.005709569],"study_design_scores_gemma":[0.00001276388,0.00004359653,0.0003741564,0.001290274,0.00001238918,0.0009050161,0.112937,0.000518119,0.0002630521,0.227929,0.6556798,0.00003491696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03148288,0.05006839,0.01831178,0.522714,0.004434709,0.0001850019,0.0003260989,0.00009531195,0.3723818],"genre_scores_gemma":[0.8567437,0.04558785,0.006544058,0.05299949,0.003279881,0.0004263568,0.0002287309,0.0001486308,0.03404138],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01952405,"threshold_uncertainty_score":0.08010691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2272745609715912,"score_gpt":0.4342071498771613,"score_spread":0.2069325889055701,"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."}}