{"id":"W3201596425","doi":"10.3389/fdgth.2021.724997","title":"Validation of SHOEBOX QuickTest Hearing Loss Screening Tool in Individuals With Cognitive Impairment","year":2021,"lang":"en","type":"article","venue":"Frontiers in Digital Health","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agricultural Research Institute of Ontario; University of Ottawa; Bruyère","funders":"Government of Canada","keywords":"Audiology; Hearing loss; Pure tone audiometry; Cognitive impairment; Audiometry; Dementia; Cognition; Psychology; Medicine; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004249588,0.0001161819,0.0002778974,0.0002186251,0.00006164685,0.000075669,0.00007885735,0.00004931336,0.000003542473],"category_scores_gemma":[0.0005583245,0.0001087896,0.00003375433,0.000654391,0.0001140417,0.0005378384,0.00005988843,0.0001819797,0.000001851687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001805263,"about_ca_system_score_gemma":0.0003400843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008828429,"about_ca_topic_score_gemma":0.000009844467,"domain_scores_codex":[0.9983651,0.0001172316,0.0004525613,0.0003804534,0.0003341436,0.0003504985],"domain_scores_gemma":[0.9993777,0.0002327597,0.000132971,0.0001361497,0.00005332462,0.00006708616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005856318,0.0003066768,0.971807,0.0001898412,0.000003796321,0.00002174015,0.00242475,0.0006163834,0.0002376245,0.0001301987,0.00004419255,0.02415924],"study_design_scores_gemma":[0.001995039,0.0006650478,0.9734635,0.001420525,0.000003048768,0.00002233855,0.003536928,0.0007419556,0.01651558,0.00135368,0.00004458555,0.0002378112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923531,0.00007026081,0.00620676,0.0004385363,0.0001310585,0.0004370381,0.00005644965,0.00002172912,0.0002850619],"genre_scores_gemma":[0.995102,0.00002185302,0.004548089,0.0001962056,0.0000158092,0.0000223587,0.000027052,0.00001519446,0.00005143732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02392143,"threshold_uncertainty_score":0.4436312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03086473382248749,"score_gpt":0.2961931789109865,"score_spread":0.265328445088499,"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."}}