{"id":"W2910809141","doi":"10.1111/jir.12588","title":"Adults with Down syndrome: a comprehensive approach to manage complexity","year":2019,"lang":"en","type":"article","venue":"Journal of Intellectual Disability Research","topic":"Down syndrome and intellectual disability research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Down syndrome; Gerontology; Medicine; Intellectual disability; Population; Activities of daily living; Population ageing; Sample (material); Anhedonia; Pediatrics; Psychiatry; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003480361,0.0004300369,0.001463813,0.0008103112,0.0002232176,0.0001785909,0.001041765,0.0002298209,0.008883493],"category_scores_gemma":[0.005660998,0.0002920058,0.0004964967,0.003119151,0.00236222,0.0003509042,0.0005639758,0.002820226,0.003695776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001005843,"about_ca_system_score_gemma":0.0005113912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002377001,"about_ca_topic_score_gemma":0.00002730982,"domain_scores_codex":[0.9917955,0.001048924,0.001238113,0.0008869753,0.00373173,0.001298777],"domain_scores_gemma":[0.9909514,0.002374321,0.0001330692,0.001385184,0.00391428,0.0012418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2013162,0.0543148,0.3647763,0.01956056,0.005203239,0.0006618928,0.1000592,0.0005582327,0.01680012,0.002561467,0.1947275,0.03946052],"study_design_scores_gemma":[0.02044963,0.1340289,0.6045518,0.005789171,0.0003461368,0.0302124,0.09753368,0.005747919,0.005461267,0.003157231,0.09031047,0.002411419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446154,0.0001682159,0.0003856445,0.001775956,0.0001054678,0.002806302,0.00002042257,0.00003723513,0.05008534],"genre_scores_gemma":[0.9939634,0.00005714998,0.002362348,0.0002524754,0.0001143408,0.00004632208,0.00001878875,0.00006562519,0.003119589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2397755,"threshold_uncertainty_score":0.9999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1227658540328274,"score_gpt":0.3808986937037583,"score_spread":0.2581328396709309,"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."}}