{"id":"W4391040691","doi":"10.15353/cjo.v47i1.4411","title":"Vision Impairment and Blindness in New Brunswick Nursing Homes","year":2021,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visual impairment; Blindness; Medicine; Limiting; Glaucoma; Optometry; Nursing homes; Gerontology; Nursing; Psychiatry; Ophthalmology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001489386,0.0004755385,0.001478108,0.007189125,0.0003660792,0.0002275671,0.0003887902,0.0004077648,0.00103008],"category_scores_gemma":[0.0007974026,0.0004455593,0.0004215996,0.003222537,0.0004909569,0.000807363,0.00002747379,0.001536934,0.00001243082],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001753128,"about_ca_system_score_gemma":0.02782869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003659906,"about_ca_topic_score_gemma":0.003499856,"domain_scores_codex":[0.995949,0.0002318958,0.001605649,0.0003456378,0.0006416769,0.00122617],"domain_scores_gemma":[0.9915243,0.0002403362,0.0008813893,0.000298141,0.001173874,0.005881971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001930086,0.0002241347,0.9709788,0.0001491451,0.0004326176,0.01192291,0.001387838,0.00003187336,0.00009913735,0.000009183973,0.01237393,0.002197407],"study_design_scores_gemma":[0.004583716,0.002378612,0.9520433,0.002878042,0.0003205235,0.03118348,0.003383399,0.00002046975,0.0004032482,0.00001196054,0.002420717,0.0003725355],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465274,0.03971231,0.0001154972,0.01089399,0.001868934,0.0001982749,0.00001950152,0.000004099071,0.0006600489],"genre_scores_gemma":[0.9945046,0.001026264,0.001646442,0.001014372,0.000729191,4.519266e-7,0.000006480765,0.00006234821,0.001009833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04797728,"threshold_uncertainty_score":0.9998831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02166284061901204,"score_gpt":0.3828985981548868,"score_spread":0.3612357575358748,"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."}}