{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01035751,0.001687659,0.002987838,0.07628724,0.001377341,0.003889637,0.001637181,0.001269586,0.007853623],"category_scores_gemma":[0.08048309,0.00083154,0.003149162,0.06049007,0.001079954,0.005683837,0.003783859,0.001054244,0.001840829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002779019,"about_ca_system_score_gemma":0.007157226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007335139,"about_ca_topic_score_gemma":0.01849031,"domain_scores_codex":[0.9877996,0.002667599,0.005253606,0.0007943079,0.002879451,0.0006053086],"domain_scores_gemma":[0.8708584,0.1057222,0.01232875,0.001135496,0.009166602,0.000788508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.001123291,0.0001733446,0.02965104,0.6812453,0.002261586,0.002321905,0.01909944,0.000559506,0.003523357,0.003049414,0.04429501,0.2126968],"study_design_scores_gemma":[0.000812164,0.001025999,0.1893679,0.4350885,0.01613296,0.004306777,0.03156327,0.002106042,0.004266451,0.004599615,0.3102434,0.0004869537],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3144534,0.3350602,0.006797658,0.00860584,0.001100083,0.01579575,0.2851608,0.001158502,0.03186789],"genre_scores_gemma":[0.4480762,0.3158726,0.04548933,0.007382518,0.001005806,0.0362411,0.1349939,0.0008997218,0.01003889],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07628724,"threshold_uncertainty_score":0.05477637,"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."}}