{"id":"W4407832566","doi":"10.1177/16094069251316214","title":"Research Practices to Foster Accessibility for, and the Inclusivity of, Older Adults With Vision Loss: Examples From a Critical Participatory Study","year":2025,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Disability Rights and Representation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council","keywords":"Citizen journalism; Participatory action research; Sociology; Low vision; Psychology; Optometry; Computer science; Medicine; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04238477,0.00006976588,0.0002498958,0.000153914,0.0002923158,0.0001714352,0.0004400647,0.00003998581,0.00004099928],"category_scores_gemma":[0.02917772,0.00003626972,0.00006628693,0.000236185,0.002005163,0.0005565846,0.0001856718,0.0002038099,2.727757e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009361964,"about_ca_system_score_gemma":0.0002727894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002807031,"about_ca_topic_score_gemma":0.002284465,"domain_scores_codex":[0.9800301,0.01803762,0.0005617485,0.0002182507,0.001015466,0.0001367673],"domain_scores_gemma":[0.9487149,0.04724075,0.0004383094,0.0001306763,0.003398534,0.00007680144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.007541591,0.001128001,0.01432832,0.00003561078,0.0003579127,0.000003340044,0.8566865,0.000003801269,0.0001256313,0.0848069,0.0001947242,0.03478767],"study_design_scores_gemma":[0.002780109,0.000482686,0.09760456,0.0003047418,0.00008448387,5.405681e-7,0.5466118,0.00006744891,0.0005500149,0.350236,0.001207603,0.00007003598],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8480129,0.0001646234,0.1115871,0.03868308,0.0003128184,0.000672346,0.00001547387,0.000002850662,0.0005488387],"genre_scores_gemma":[0.9544402,0.00001198039,0.0451576,0.0001709218,0.0001216871,0.00004226721,6.443335e-7,0.000003233989,0.00005146987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3100747,"threshold_uncertainty_score":0.9860664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6466468975788979,"score_gpt":0.7428701482089857,"score_spread":0.09622325063008774,"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."}}