{"id":"W4417006844","doi":"10.1080/14992027.2025.2586635","title":"Exploring barriers to hearing help-seeking using behavioral economics: a qualitative study","year":2025,"lang":"en","type":"article","venue":"International Journal of Audiology","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ministry of Health and Long Term Care","funders":"","keywords":"Cognitive reframing; Perspective (graphical); Psychological intervention; Qualitative research; Cognition; Hearing loss","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":[0.0008007527,0.00009567842,0.000227503,0.0005535209,0.0001064374,0.00006030991,0.0003498643,0.00003372275,0.00002359087],"category_scores_gemma":[0.001502969,0.00008947373,0.00009455792,0.0001388711,0.00006425424,0.0003706828,0.000131612,0.0002064286,0.000005615418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003286352,"about_ca_system_score_gemma":0.000205518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009581626,"about_ca_topic_score_gemma":0.000009396675,"domain_scores_codex":[0.9985765,0.0003346748,0.0005519989,0.0002092789,0.0001610984,0.0001664944],"domain_scores_gemma":[0.9989232,0.0004398979,0.000217189,0.00008850241,0.0002191975,0.0001120426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006365925,0.0003835124,0.07574009,0.00001176314,0.0001859476,0.0001800853,0.1379616,0.02198883,0.7461017,0.004863426,0.00004649145,0.01190001],"study_design_scores_gemma":[0.008070124,0.006193837,0.424974,0.001137365,0.0002217359,0.0008997748,0.4301291,0.005174923,0.1049456,0.01489082,0.002104374,0.001258369],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927942,0.000008613024,0.00304101,0.001124169,0.002764983,0.0001294886,0.000003304406,0.00001019256,0.000124025],"genre_scores_gemma":[0.9982364,0.00001048761,0.001134672,0.0003788323,0.0001870941,0.00000808993,1.539455e-7,0.000008267743,0.00003604611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6411561,"threshold_uncertainty_score":0.3648633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2520072795966357,"score_gpt":0.449297657181488,"score_spread":0.1972903775848523,"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."}}