{"id":"W4406863868","doi":"10.2196/64832","title":"Digital Innovation and Integrated Care in People With Diabetes in Western Sydney: Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Retrospective cohort study; Cohort; Medicine; Gerontology; Computer science; Internal medicine; World Wide Web","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":[0.0007687462,0.0002902126,0.000395394,0.0009017311,0.0007690266,0.0007368266,0.0004253107,0.0004326824,0.001259623],"category_scores_gemma":[0.001407245,0.000547887,0.0005754801,0.00180085,0.0003916294,0.0005723324,0.0009690541,0.0008564309,0.000268731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044975,"about_ca_system_score_gemma":0.00109383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06198855,"about_ca_topic_score_gemma":0.06946306,"domain_scores_codex":[0.9993472,0.0001278193,0.00009126324,0.0001445217,0.0001666645,0.0001225666],"domain_scores_gemma":[0.9989035,0.00009151585,0.0005270126,0.0001189526,0.0001558817,0.0002030926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004371828,0.00005704691,0.9989843,0.00000971075,0.00002210845,0.00006133463,0.0003167918,0.000006033839,0.00005766275,0.000005915283,0.00005550202,0.0003799142],"study_design_scores_gemma":[0.000007766265,0.0001159043,0.9988851,0.00001045103,0.00002005988,0.0001146208,0.0006526335,0.00004575789,0.00001486586,0.000004845487,0.0001251251,0.000002810318],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994038,0.00009891563,0.00002307392,0.00002055061,0.000002895248,0.00003990238,0.0001982661,0.000001013431,0.0002115362],"genre_scores_gemma":[0.9990898,0.0001531396,0.00009143852,0.00005278653,0.000006936518,0.00008493464,0.0002728507,0.000001596737,0.0002463943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06198855,"threshold_uncertainty_score":0.1232555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01062846107222765,"score_gpt":0.3528507874061657,"score_spread":0.3422223263339381,"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."}}