{"id":"W3122153512","doi":"10.2196/18245","title":"Diabetes Prevention in Adolescents: Co-design Study Using Human-Centered Design Methodologies","year":2021,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Diabetes Management and Research","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Type 2 diabetes; Intervention (counseling); Diabetes mellitus; Public health; Stakeholder; Gerontology; Life expectancy; Facilitation; Psychology; Nursing; Environmental health; Public relations","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":[0.0105076,0.000188624,0.0008314033,0.0005499165,0.00007348223,0.00002139446,0.0001684235,0.00007328027,0.000310145],"category_scores_gemma":[0.002028815,0.0001360143,0.0001163755,0.0004883839,0.0001343604,0.0001869744,0.00006748971,0.0004646363,0.000005036154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002253035,"about_ca_system_score_gemma":0.0002693056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003620467,"about_ca_topic_score_gemma":0.000005061484,"domain_scores_codex":[0.9943395,0.00287919,0.001024735,0.0002348017,0.001056796,0.000465001],"domain_scores_gemma":[0.9984099,0.0002133093,0.0003547199,0.0002922796,0.0005114198,0.0002183188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007841339,0.004288102,0.7869313,0.0005633695,0.0008430774,0.001925002,0.002332819,0.00135619,0.1901762,0.00001029783,0.00306513,0.007724361],"study_design_scores_gemma":[0.04316603,0.01667427,0.826538,0.01299027,0.003975402,0.00006646084,0.02621645,0.008949791,0.05890347,0.001691513,0.0002805464,0.0005478094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880838,0.002178312,0.007815483,0.0005353357,0.0003564798,0.0009027323,1.994755e-7,0.00001486599,0.0001128045],"genre_scores_gemma":[0.9966944,0.0000286345,0.002552395,0.0001631176,0.0003607119,0.00001797113,0.000001492942,0.00002454386,0.000156774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1312727,"threshold_uncertainty_score":0.5546501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6181750078233328,"score_gpt":0.5353168905640424,"score_spread":0.08285811725929038,"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."}}