{"id":"W2998251119","doi":"10.1097/aud.0000000000000839","title":"Biopsychosocial Classification of Hearing Health Seeking in Adults Aged Over 50 Years in England","year":2020,"lang":"en","type":"article","venue":"Ear and Hearing","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"Economic and Social Research Council; Manchester Biomedical Research Centre; National Institute for Health and Care Research; Patient Safety Translational Research Centre; NIHR Greater Manchester Patient Safety Translational Research Centre; Government of the United Kingdom","keywords":"Biopsychosocial model; Hearing aid; Psychological intervention; Logistic regression; Audiology; Ethnic group; Medicine; Cross-sectional study; Hearing loss; Psychology; Gerontology; Psychiatry","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":[0.0008121452,0.0001688616,0.0002721074,0.001090287,0.0006041629,0.0005623054,0.000390586,0.0004233692,0.001934064],"category_scores_gemma":[0.002990179,0.0002072324,0.0003477053,0.0008635404,0.0005020603,0.0007396762,0.00144215,0.0004381859,0.0001949296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008365186,"about_ca_system_score_gemma":0.0009341839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09422325,"about_ca_topic_score_gemma":0.1515785,"domain_scores_codex":[0.9992323,0.0001863336,0.000149634,0.0001328135,0.0001632659,0.0001355909],"domain_scores_gemma":[0.9982854,0.0001550283,0.0009433262,0.0000726748,0.0002646546,0.0002788456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002070472,0.00001891049,0.9969136,0.00003523529,0.00001642234,0.0000733414,0.001273115,0.00001125493,0.00008464648,0.00003869132,0.0001563784,0.001357661],"study_design_scores_gemma":[0.000001735026,0.00001473983,0.9987191,0.00002555502,0.000002763717,0.00006551051,0.001013757,0.00002996963,0.000006707195,0.00002015513,0.00009778629,0.000002310487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985157,0.0004088369,0.00004351807,0.0002001043,0.000006332563,0.00002201344,0.0003102615,0.000001461089,0.0004918154],"genre_scores_gemma":[0.999375,0.0001618602,0.00004884896,0.00004360569,0.000003913438,0.00001366892,0.0002277578,3.545912e-7,0.0001249235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09422325,"threshold_uncertainty_score":0.1873496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06072382245160022,"score_gpt":0.3168642812205985,"score_spread":0.2561404587689982,"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."}}