{"id":"W3006194774","doi":"10.2196/17685","title":"Mobile Fitness and Weight Management Apps: Protocol for a Quality Evaluation","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"EIT Health; University of Oxford","keywords":"Protocol (science); Weight management; Computer science; Mobile apps; Quality (philosophy); Multimedia; Medicine; World Wide Web; Weight loss; Obesity; Alternative medicine","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":[0.1484128,0.004082924,0.007155308,0.006513545,0.008293936,0.007916585,0.003482319,0.008041993,0.1032499],"category_scores_gemma":[0.2272549,0.003515265,0.007010567,0.007604538,0.004893524,0.007365177,0.004632859,0.01155022,0.03128756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01551568,"about_ca_system_score_gemma":0.05667608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005485213,"about_ca_topic_score_gemma":0.00880392,"domain_scores_codex":[0.8711417,0.06457815,0.03807681,0.004345381,0.01710373,0.004754403],"domain_scores_gemma":[0.7293318,0.07245479,0.03072013,0.02792425,0.133697,0.005872015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.06345605,0.009927525,0.002885227,0.1984446,0.001540044,0.0007123281,0.008714211,0.002737537,0.004017948,0.01819725,0.4422556,0.2471116],"study_design_scores_gemma":[0.06817397,0.0106325,0.01364408,0.1405846,0.001223451,0.0003989087,0.004657951,0.004290389,0.005445569,0.01520596,0.7349038,0.0008388594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0006354218,0.0003002734,0.002442152,0.0006149939,0.0003875665,0.9899625,0.00302422,0.00021974,0.002413186],"genre_scores_gemma":[0.0004857916,0.0001441145,0.002215855,0.0001537298,0.00002151508,0.9963421,0.0002729387,0.00001453226,0.0003493301],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1484128,"threshold_uncertainty_score":0.7848914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6380992735022729,"score_gpt":0.7316132465005917,"score_spread":0.09351397299831876,"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."}}