{"id":"W2139138982","doi":"10.1108/13595474200100022","title":"Prevalence, Disability and Need in Adults with Severe Learning Disability","year":2001,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Family and Disability Support Research","field":"Psychology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Learning disability; Depression (economics); Medicine; Population; Medical advice; Gerontology; Intellectual disability; Psychiatry; Limiting; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005802465,0.0007807891,0.001503622,0.00004849621,0.0004162514,0.0001001206,0.0006607219,0.0003638442,0.01072025],"category_scores_gemma":[0.003605354,0.0006450348,0.0003402262,0.001482513,0.00445394,0.0005286898,0.0003895432,0.002543715,0.0004850173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005575891,"about_ca_system_score_gemma":0.0000980394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002490042,"about_ca_topic_score_gemma":0.001287371,"domain_scores_codex":[0.989412,0.004302611,0.001515711,0.002348214,0.0009335979,0.001487915],"domain_scores_gemma":[0.9949957,0.001994921,0.0003126132,0.001913045,0.0001784724,0.0006053194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001077788,0.001749708,0.901509,0.01129251,0.00004943877,0.00002217045,0.001493527,0.00006701705,0.000002487388,0.0001569255,0.0001630328,0.08241638],"study_design_scores_gemma":[0.001709699,0.0008247908,0.9768469,0.003759294,0.0001099963,0.0001389495,0.004365244,0.0001146891,8.727444e-7,0.0002036176,0.01113828,0.000787705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630415,0.01733897,0.00001772152,0.002873319,0.0001204709,0.003095489,0.00001823958,0.000369515,0.01312473],"genre_scores_gemma":[0.989175,0.007927811,0.0001063816,0.0002582902,0.0001218048,0.0006296899,0.00009684933,0.00007842766,0.001605787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08162867,"threshold_uncertainty_score":0.9997575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03094532637686658,"score_gpt":0.340812156602412,"score_spread":0.3098668302255455,"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."}}