{"id":"W4409241876","doi":"10.1016/j.jcjo.2025.03.009","title":"The use of non-person-first language in neuro-ophthalmology referrals","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health; University of Manitoba; University of Waterloo; McMaster University","funders":"","keywords":"Referral; Specialty; Medicine; Glaucoma; Cross-sectional study; Stigma (botany); Family medicine; Pediatrics; Ophthalmology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006587067,0.0001538278,0.0004605112,0.001175013,0.0001833366,0.00006450987,0.0005526223,0.0002451171,0.0001818081],"category_scores_gemma":[0.001159172,0.0001199616,0.0001071125,0.0007458438,0.0002449253,0.0002735404,0.00004467216,0.0004502436,0.00001631951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009816622,"about_ca_system_score_gemma":0.0005282004,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1047359,"about_ca_topic_score_gemma":0.01655081,"domain_scores_codex":[0.9984719,0.00006434253,0.0006853855,0.0001728233,0.00009045436,0.0005151167],"domain_scores_gemma":[0.9985414,0.0003282421,0.0004909956,0.0003266286,0.0002613448,0.00005135909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001210457,0.00005409564,0.9016505,0.0003599537,0.0001254851,0.05108332,0.0002920212,0.0001611912,0.0002662993,0.02746681,0.01315232,0.005266986],"study_design_scores_gemma":[0.001749236,0.0002787119,0.6730161,0.0004791649,0.00006240261,0.0534581,0.002347556,0.0004805007,0.00007319375,0.002855946,0.2647781,0.0004209695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736067,0.0008828694,0.000009624257,0.007552182,0.001650468,0.0001882603,0.000004095758,0.000004495451,0.01610127],"genre_scores_gemma":[0.9986219,0.000004629445,0.00005974038,0.0003342056,0.0001919985,0.000006628134,0.000001780659,0.00001632208,0.0007628273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2516258,"threshold_uncertainty_score":0.9235739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06329206374506438,"score_gpt":0.2912185958021314,"score_spread":0.2279265320570671,"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."}}