{"id":"W2147035861","doi":"10.1192/pb.bp.108.024323","title":"Use of the HoNOS–LD in identifying domains of change","year":2010,"lang":"en","type":"article","venue":"The Psychiatrist","topic":"Down syndrome and intellectual disability research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership","funders":"","keywords":"Learning disability; Mental health; Payment; Psychiatry; Payment by Results; Project commissioning; Currency; Psychology; Cognition; Medicine; Publishing; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02311481,0.001121218,0.001162719,0.005641339,0.0006581825,0.001499993,0.000802542,0.0007068123,0.0009838162],"category_scores_gemma":[0.02720797,0.000295895,0.002246075,0.004002661,0.0008445632,0.001686324,0.002966481,0.001181021,0.0003669478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001196837,"about_ca_system_score_gemma":0.00113073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005369947,"about_ca_topic_score_gemma":0.008144295,"domain_scores_codex":[0.9839491,0.01094518,0.001713172,0.0009784612,0.00194049,0.0004734655],"domain_scores_gemma":[0.977065,0.01267295,0.005708742,0.001414272,0.002590861,0.0005481195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00123872,0.000279527,0.9564621,0.0001968093,0.000580587,0.00006637512,0.0009519212,0.001727833,0.0003065603,0.0003542818,0.0007475724,0.03708764],"study_design_scores_gemma":[0.0000709264,0.001153879,0.9888734,0.00007280349,0.0001366784,0.0001100765,0.001042495,0.005613646,0.0002982547,0.0007264417,0.001861637,0.00003993721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980859,0.0006046046,0.008184572,0.0001851549,0.00007400903,0.001425442,0.00375808,0.00008097215,0.004828196],"genre_scores_gemma":[0.983735,0.0001167964,0.009644997,0.00007139888,0.00003387847,0.002453401,0.003332091,0.00002905483,0.0005834533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02311481,"threshold_uncertainty_score":0.1222442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2115376310266326,"score_gpt":0.3818189443471194,"score_spread":0.1702813133204868,"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."}}