{"id":"W4367318235","doi":"10.31234/osf.io/5uq87","title":"A longitudinal framework to describe the relation between age-related hearing loss and social isolation","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital; University of Toronto; Western University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Hearing loss; Social isolation; Disengagement theory; Psychosocial; Psychology; Isolation (microbiology); Active listening; Context (archaeology); Developmental psychology; Psychological intervention; Audiology; Medicine; Gerontology; Communication; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006441144,0.0009301694,0.0003930546,0.003725094,0.002008107,0.003233357,0.001630019,0.001801415,0.005726347],"category_scores_gemma":[0.008508069,0.0003314568,0.001142093,0.002663065,0.003153119,0.004791541,0.003511887,0.002669909,0.0007925644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004594867,"about_ca_system_score_gemma":0.006201509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02606129,"about_ca_topic_score_gemma":0.02363409,"domain_scores_codex":[0.9980723,0.001173783,0.0001607132,0.0002733905,0.0001409142,0.000178979],"domain_scores_gemma":[0.9964433,0.001524065,0.0007889678,0.0002182672,0.0006514812,0.0003738581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001313654,0.0004839474,0.1544577,0.001125921,0.0002208362,0.001937564,0.03728434,0.005015311,0.0009924896,0.6987778,0.01007059,0.08950208],"study_design_scores_gemma":[0.00009580101,0.0007446193,0.1455294,0.003685299,0.0005009394,0.004562191,0.03721127,0.03200931,0.0005109063,0.5803875,0.1945042,0.00025879],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.219529,0.05896791,0.5309878,0.06340447,0.002125541,0.004055033,0.009090815,0.0005250107,0.1113143],"genre_scores_gemma":[0.7949067,0.02544717,0.1508178,0.003608375,0.0005435584,0.007036363,0.00350214,0.00007789601,0.01406007],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02606129,"threshold_uncertainty_score":0.05181921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1436572554829974,"score_gpt":0.347628225544608,"score_spread":0.2039709700616106,"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."}}