{"id":"W3215784533","doi":"10.17061/phrp3152128","title":"Older adults’ perceptions of current and future hearing healthcare services in Australia, England, US and Canada","year":2021,"lang":"en","type":"article","venue":"Public Health Research & Practice","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute on Deafness and Other Communication Disorders; National Institutes of Health","keywords":"Hearing loss; Health care; Stigma (botany); Perception; Transformative learning; Medicine; Gerontology; Psychology; Audiology; Political science; Psychiatry; Developmental psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003944745,0.00009933515,0.0002021644,0.0002005499,0.0003891657,0.0001481429,0.0001154673,0.00006994215,0.00003644274],"category_scores_gemma":[0.003807936,0.0000930696,0.00001423419,0.0007404852,0.0001285521,0.0006455241,0.0001560141,0.0009991179,0.000001901267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003134347,"about_ca_system_score_gemma":0.00326544,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7318023,"about_ca_topic_score_gemma":0.5840572,"domain_scores_codex":[0.9949233,0.002580098,0.0004324904,0.0005143848,0.0008292877,0.0007204489],"domain_scores_gemma":[0.9965758,0.001929268,0.0001121855,0.0002603178,0.0005401013,0.0005823631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001893854,0.001096756,0.4079683,0.01397314,0.00001131977,0.000109065,0.06037246,0.00000537757,0.002122119,0.007833438,0.000537828,0.5057809],"study_design_scores_gemma":[0.0006561191,0.0001351289,0.8643619,0.0002695017,0.000001199967,0.00007260009,0.02012925,0.0002306974,0.00005220033,0.00004375302,0.1139508,0.00009691315],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8489193,0.002005513,0.00000355868,0.1484471,0.0001671139,0.000375942,0.0000213046,0.000009311027,0.00005088684],"genre_scores_gemma":[0.9927453,0.005688839,0.000226659,0.001083121,0.000151111,0.00004280263,0.000008539292,0.00001068235,0.00004290642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.505684,"threshold_uncertainty_score":0.5792751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1934060856791586,"score_gpt":0.4676441611822162,"score_spread":0.2742380755030576,"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."}}