{"id":"W2897331069","doi":"10.2196/11848","title":"Examining Diabetes Management Apps Recommended From a Google Search: Content Analysis","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internet privacy; App store; Weight management; World Wide Web; The Internet; Payment; Health management system; Diabetes management; mHealth; Medicine; Diabetes mellitus; Type 2 diabetes; Computer science; Weight loss; Obesity; Alternative medicine; Nursing; 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":[0.002772145,0.0004352769,0.001035256,0.0007377602,0.003234002,0.00003259461,0.0003835299,0.0003774062,0.001149803],"category_scores_gemma":[0.00007192288,0.0004005967,0.0001137758,0.001693968,0.0002137373,0.0001623246,0.0002900427,0.001120162,0.0006688648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005235333,"about_ca_system_score_gemma":0.000790074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002635939,"about_ca_topic_score_gemma":0.001607059,"domain_scores_codex":[0.9926597,0.001196623,0.001861926,0.001228166,0.0005402279,0.002513297],"domain_scores_gemma":[0.9943766,0.0009974564,0.0007096764,0.001121509,0.0003343307,0.002460438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005966013,0.000531893,0.6325839,0.005147345,0.0005721417,0.000005063046,0.007213728,0.00000223751,0.00004963133,0.01096351,0.04257102,0.2997629],"study_design_scores_gemma":[0.003002909,0.0006233114,0.7892417,0.0003031544,0.0006264557,5.585324e-7,0.007532294,0.001283041,0.0000157121,0.001062204,0.1958664,0.0004423019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668166,0.001468708,0.001320355,0.009858872,0.0008186448,0.006131625,0.0003330871,0.0004298011,0.0128223],"genre_scores_gemma":[0.9572075,0.004192237,0.004634044,0.02299383,0.001290462,0.007525376,0.0004932079,0.00007081614,0.001592544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2993206,"threshold_uncertainty_score":0.9998446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2987511315061563,"score_gpt":0.4779379719464641,"score_spread":0.1791868404403078,"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."}}