{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00182177,0.0002860004,0.0004161591,0.001162992,0.007941851,0.002556398,0.0009880827,0.0007346901,0.006649511],"category_scores_gemma":[0.007648595,0.0001864704,0.0005391622,0.00207053,0.001959919,0.001084679,0.001887609,0.001237736,0.0004523997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02277493,"about_ca_system_score_gemma":0.06358408,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9812034,"about_ca_topic_score_gemma":0.9880867,"domain_scores_codex":[0.9972216,0.0003060264,0.00007377029,0.0001109104,0.001049738,0.001237978],"domain_scores_gemma":[0.9944234,0.0004134149,0.0006864599,0.00005643317,0.002345116,0.002075035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002234314,0.0002076129,0.7566952,0.001543742,0.0001145621,0.00108302,0.04768328,0.0002124216,0.0006861398,0.0009304574,0.06170393,0.1289163],"study_design_scores_gemma":[0.00002356598,0.0001761691,0.8257347,0.00164668,0.00008833344,0.0003525162,0.1361986,0.0001209589,0.0001372715,0.0002880281,0.03515542,0.00007764475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8763337,0.009819137,0.0001700426,0.0446073,0.0004873544,0.0002243544,0.004465948,0.00003935108,0.06385286],"genre_scores_gemma":[0.9842747,0.006905916,0.0003047624,0.005516101,0.00008148662,0.00004653926,0.000642899,0.000008365957,0.002219268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02277493,"threshold_uncertainty_score":0.1652445,"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."}}