{"id":"W4414591218","doi":"10.1016/j.jcjo.2025.09.007","title":"Socioeconomic status and visual impairment and ocular disease in Canada","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"North Toronto Eye Care; Prism Eye Institute; University of Toronto","funders":"","keywords":"Visual impairment; Socioeconomic status; Disease; Eye disease; Epidemiology; Visual acuity","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00143939,0.0004860763,0.001265517,0.004948078,0.001341866,0.00202189,0.000766299,0.000510333,0.0031509],"category_scores_gemma":[0.008456196,0.0002504058,0.001285048,0.01282712,0.0007826829,0.0005374925,0.0008118539,0.0006038403,0.0000971181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01617396,"about_ca_system_score_gemma":0.04417374,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9184323,"about_ca_topic_score_gemma":0.9491054,"domain_scores_codex":[0.9982541,0.0003049639,0.0002712231,0.0001224767,0.0008688714,0.0001783792],"domain_scores_gemma":[0.9956665,0.001451508,0.000987909,0.00003813706,0.001641004,0.0002149134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0007103385,0.00007997911,0.1155773,0.4289716,0.008303663,0.001016568,0.003589849,0.0007927574,0.0004807101,0.00352964,0.02565619,0.4112914],"study_design_scores_gemma":[0.0002421597,0.0001452337,0.5765085,0.308065,0.01432495,0.001445384,0.003902346,0.0003920468,0.0002882578,0.001085576,0.09347255,0.0001280338],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.009777604,0.9851257,0.0000439714,0.001035758,0.0000876477,0.00004681982,0.0009750046,0.000003575209,0.002903922],"genre_scores_gemma":[0.1383044,0.8597102,0.0003169561,0.0005019421,0.00005461252,0.00005550377,0.0005939341,0.000002824685,0.0004596753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0815677,"threshold_uncertainty_score":0.1640961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01219125094585609,"score_gpt":0.3053354342749842,"score_spread":0.2931441833291281,"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."}}