{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005204033,0.0006206155,0.001198932,0.0005215793,0.00563992,0.00003224683,0.0005265956,0.000635705,0.0006886561],"category_scores_gemma":[0.000401777,0.0005772454,0.0001069971,0.001376301,0.0003644101,0.000212809,0.0003109839,0.001789301,0.003146351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007862653,"about_ca_system_score_gemma":0.004278684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003571939,"about_ca_topic_score_gemma":0.002597079,"domain_scores_codex":[0.9893071,0.001667979,0.002887434,0.001586583,0.0007839398,0.003766983],"domain_scores_gemma":[0.9897525,0.0009369782,0.001063798,0.001516726,0.0006760338,0.006053966],"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":[0.001785693,0.0007206871,0.1338898,0.02364904,0.00003005567,0.000007232233,0.01165748,3.657935e-7,0.0001087075,0.08069484,0.3368505,0.4106055],"study_design_scores_gemma":[0.002087088,0.001103104,0.3565204,0.0003902243,0.00003609601,0.00001024637,0.001302669,0.00005014826,0.000005577543,0.0026926,0.6353294,0.0004724498],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8965043,0.001321448,0.00300598,0.06046158,0.002267758,0.01259389,0.0003786889,0.0009177223,0.02254861],"genre_scores_gemma":[0.8309243,0.002198424,0.006467421,0.1419852,0.00456532,0.01184738,0.0001317315,0.0001391369,0.001741079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4101331,"threshold_uncertainty_score":0.9996679,"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."}}