{"id":"W4416292937","doi":"10.1016/j.ridd.2025.105162","title":"RIDD DCD-14 special issue commentary","year":2025,"lang":"en","type":"article","venue":"Research in Developmental Disabilities","topic":"Cardiovascular Disease and Adiposity","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; BC Children's Hospital","funders":"Canada Excellence Research Chairs, Government of Canada; BC Children's Hospital","keywords":"","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008976932,0.0001473778,0.000327708,0.0003514925,0.0001873083,0.00004988878,0.0001765129,0.00008473053,0.001565037],"category_scores_gemma":[0.0003226329,0.0001398142,0.0001735298,0.0006692542,0.0005803116,0.0001136317,0.0003661313,0.0004734419,0.0002515692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006687421,"about_ca_system_score_gemma":0.0003576677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002286652,"about_ca_topic_score_gemma":0.0001001898,"domain_scores_codex":[0.9978231,0.0002582168,0.0002979625,0.0003672148,0.0007141143,0.0005394582],"domain_scores_gemma":[0.9990702,0.0003650922,0.000008735896,0.0003085512,0.00006953763,0.0001778417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007264481,0.0009872271,0.568417,0.0009584937,0.0004443414,0.0001316426,0.001793543,0.000001532022,0.0004094494,0.001729439,0.3862176,0.03818335],"study_design_scores_gemma":[0.002775935,0.00008861529,0.4890442,0.0007465269,0.00004574423,0.00002909368,0.02169147,0.00001205278,0.00578446,0.003582415,0.475941,0.000258544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7613722,0.0008754923,0.000002922282,0.01113408,0.0003057957,0.000845355,0.00002658796,0.00004472745,0.2253928],"genre_scores_gemma":[0.979006,0.0002495832,0.00041934,0.001554283,0.001195624,0.0001692817,0.0001327837,0.00001967578,0.01725346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2176338,"threshold_uncertainty_score":0.9993477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06558580907363003,"score_gpt":0.3749356830266028,"score_spread":0.3093498739529728,"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."}}