{"id":"W2808132696","doi":"10.2196/10414","title":"A Path to Better-Quality mHealth Apps","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Internet privacy; Quality (philosophy); Food and drug administration; Health care; Business; Digital health; Realm; Medicine; Computer science; Nursing; Risk analysis (engineering); 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":[0.04698574,0.001335377,0.001199783,0.003291942,0.002362412,0.01396453,0.005897054,0.01584885,0.06042478],"category_scores_gemma":[0.1163448,0.0009663292,0.002324966,0.002696928,0.004935191,0.03269657,0.01108747,0.01809757,0.03028079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004420944,"about_ca_system_score_gemma":0.01605898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003853309,"about_ca_topic_score_gemma":0.004415724,"domain_scores_codex":[0.9710033,0.01104301,0.002689922,0.00233649,0.01085313,0.002074176],"domain_scores_gemma":[0.8410083,0.04935731,0.007543657,0.01298553,0.06554917,0.02355601],"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":[0.0002677321,0.0008681695,0.002900272,0.002677516,0.00009006709,0.0004057128,0.002355037,0.0004652812,0.005388985,0.1268811,0.4285915,0.4291086],"study_design_scores_gemma":[0.0001937596,0.0004200418,0.003627427,0.002925918,0.00005430881,0.0005951375,0.001947334,0.0008791427,0.001986944,0.07923096,0.9080344,0.0001045746],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.003968074,0.02017369,0.06288924,0.8579087,0.009917511,0.0005221291,0.0007506587,0.002633853,0.04123618],"genre_scores_gemma":[0.07308918,0.05221526,0.4700198,0.3280523,0.02440876,0.001489914,0.003235495,0.002183567,0.04530579],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06042478,"threshold_uncertainty_score":0.2484874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.128462508314509,"score_gpt":0.5196295610594066,"score_spread":0.3911670527448976,"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."}}