{"id":"W4411730650","doi":"10.1177/0145482x251353136","title":"The Impact of the COVID-19 Pandemic on Canadians Who Are Blind, Deafblind, or Have Low Vision","year":2025,"lang":"en","type":"article","venue":"Journal of Visual Impairment & Blindness","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CNIB Foundation","funders":"","keywords":"Loneliness; Pandemic; Feeling; Social isolation; Coronavirus disease 2019 (COVID-19); Coping (psychology); UCLA Loneliness Scale; Psychology; Social distance; Medicine; Social psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00109411,0.0002453083,0.0005723012,0.0003829313,0.0004420379,0.00008131478,0.0003967126,0.0001478935,0.0001803941],"category_scores_gemma":[0.001126869,0.0001058119,0.0006209661,0.0006498384,0.0002349346,0.0001062624,0.00007648697,0.0006742071,0.000005433336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000901692,"about_ca_system_score_gemma":0.003549132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020136,"about_ca_topic_score_gemma":0.002448834,"domain_scores_codex":[0.9976843,0.0002034233,0.0008831802,0.0001814813,0.0006672365,0.0003803973],"domain_scores_gemma":[0.99709,0.0007226539,0.0008053229,0.0003727015,0.00051482,0.0004944652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03723906,0.01515926,0.8076942,0.0006663525,0.002319855,0.0007994344,0.003142603,0.0035002,0.003202626,0.0002162095,0.1103607,0.0156995],"study_design_scores_gemma":[0.03751416,0.05504432,0.8595143,0.007760214,0.001719802,0.003256662,0.01309017,0.003720756,0.002046132,0.001396503,0.01423668,0.0007002869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884213,0.0002249255,0.0001857712,0.009741721,0.0004699514,0.0006182214,0.00004197619,0.0000102767,0.0002858367],"genre_scores_gemma":[0.9942291,0.0002371133,0.00001329046,0.001872403,0.0002511305,0.00001070015,0.00000453771,0.00001732408,0.003364387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09612405,"threshold_uncertainty_score":0.6296009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03340236795091304,"score_gpt":0.4119185104449731,"score_spread":0.3785161424940601,"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."}}