{"id":"W3212399589","doi":"10.2196/25105","title":"Evaluation of a Web Platform to Record Lifestyle Habits in Subjects at Risk of Developing Type 2 Diabetes in a Middle-Income Population: Prospective Interventional Study","year":2021,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Usability; Prediabetes; Glycated hemoglobin; Type 2 diabetes; mHealth; Population; Gerontology; Medical record; Diabetes mellitus; Physical therapy; Environmental health; Psychological intervention; Nursing; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003744461,0.0001705817,0.0005470717,0.0004435483,0.0002020812,0.00000422222,0.000140297,0.0001618867,0.0001760554],"category_scores_gemma":[0.002088931,0.0001752385,0.00006274478,0.001584643,0.0000228214,0.0001357094,0.0001921576,0.0003754834,0.00004944895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115225,"about_ca_system_score_gemma":0.00145449,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003934187,"about_ca_topic_score_gemma":0.03355112,"domain_scores_codex":[0.9959009,0.001037082,0.001481054,0.0004363504,0.0006010529,0.0005435226],"domain_scores_gemma":[0.9968368,0.0008338448,0.0006476009,0.0003694117,0.001155615,0.000156719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005528289,0.0005740557,0.9925767,0.0009814806,0.00002909471,3.624552e-7,0.001646906,0.00004269059,0.0001219356,0.0003351278,0.00005883168,0.003577593],"study_design_scores_gemma":[0.002322151,0.0003854132,0.9907102,0.001842493,0.00003777551,6.718759e-8,0.0009231805,0.00102897,0.0002261649,0.00222267,0.0001636645,0.000137229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909537,0.0004269305,0.000001611643,0.0002495961,0.0003166432,0.007620316,0.00005369038,0.00002755679,0.0003499608],"genre_scores_gemma":[0.9853665,0.00003272328,0.0007061066,0.00009720301,0.00007232188,0.01352585,0.00007216988,0.00002404854,0.0001030905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0331577,"threshold_uncertainty_score":0.9840841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07680214722376409,"score_gpt":0.4228174772235924,"score_spread":0.3460153299998283,"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."}}