{"id":"W3130044308","doi":"10.2196/24322","title":"Health Apps for Combating COVID-19: Descriptive Review and Taxonomy","year":2021,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"App store; Descriptive statistics; mHealth; World Wide Web; Internet privacy; Categorization; Computer science; Medicine; Psychological intervention; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.007769897,0.001317446,0.00806709,0.0005520222,0.006371638,0.00004737696,0.0004881901,0.001201208,0.000207569],"category_scores_gemma":[0.001756927,0.001176065,0.000450077,0.00120388,0.0002989541,0.0001742944,0.0003928556,0.003362074,0.0000688703],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00280298,"about_ca_system_score_gemma":0.04867468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001402884,"about_ca_topic_score_gemma":0.000698263,"domain_scores_codex":[0.9839092,0.004122368,0.005604343,0.002360129,0.0004622101,0.003541702],"domain_scores_gemma":[0.9798775,0.004665143,0.005076762,0.001361559,0.0004805864,0.008538415],"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":[0.00001169552,0.00005819327,0.00002289389,0.4263142,0.00002801402,0.00000124346,0.0002543783,2.095158e-8,1.040886e-9,0.007029251,0.1153904,0.4508896],"study_design_scores_gemma":[0.001317018,0.0003631306,0.00002338534,0.06180145,0.0009802249,0.00008798902,0.0007448485,0.000008005345,1.374916e-9,0.0002477694,0.9337802,0.0006459883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001028712,0.9165769,0.001469848,0.02191155,0.0006951929,0.05666749,0.001837773,0.0003214004,0.0005188545],"genre_scores_gemma":[0.000001351187,0.7836095,0.003687557,0.0791496,0.0006879632,0.1297398,0.002144288,0.0001966158,0.0007832586],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8183898,"threshold_uncertainty_score":0.9999577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.369386681447016,"score_gpt":0.5650120096494262,"score_spread":0.1956253282024102,"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."}}