{"id":"W587012261","doi":"","title":"Modernisation of the NHS Hearing Aid Services (MHAS) - Paediatric arm: Studies, Results and Guidelines.","year":2004,"lang":"en","type":"article","venue":"UEA Digital Repository (University of East Anglia)","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"Modernization theory; Hearing aid; Hearing loss; Medicine; Political science; Business; Audiology; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006057872,0.0001040467,0.0002329628,0.00005518931,0.0001918226,0.000007682689,0.0001011674,0.00004966295,7.75988e-7],"category_scores_gemma":[0.00007494607,0.0000898518,0.0001159867,0.0001863846,0.0001850397,0.0002840687,0.0001967251,0.00007387189,0.000001233819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004882019,"about_ca_system_score_gemma":0.00005428911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002535049,"about_ca_topic_score_gemma":0.00006701285,"domain_scores_codex":[0.99923,0.00001035055,0.0002083785,0.0001924127,0.0002505733,0.0001083276],"domain_scores_gemma":[0.9991007,0.00002047238,0.0001942253,0.0002042835,0.0004291668,0.00005114041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005927537,0.002689844,0.7640575,0.006768319,0.004899089,0.0008454007,0.1179501,0.003434973,0.02009381,0.002112032,0.0203492,0.05087223],"study_design_scores_gemma":[0.029317,0.003013791,0.5442704,0.006588099,0.00306307,0.0005157106,0.3736669,0.001446965,0.01057563,0.004405405,0.02141677,0.001720286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851714,0.006296697,0.00002784322,0.0009652062,0.0002140944,0.0001464748,0.00004084626,0.00002731701,0.007110148],"genre_scores_gemma":[0.9980941,0.0006034259,0.0002084674,0.00003580263,0.00008605674,1.474234e-7,0.000008353812,0.000006098061,0.0009575479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2557168,"threshold_uncertainty_score":0.366405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03791028773938161,"score_gpt":0.2534639465025323,"score_spread":0.2155536587631507,"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."}}