{"id":"W3121492288","doi":"10.1371/journal.pone.0246104","title":"Predicting changes in cataract surgery health outcomes using a cataract surgery appropriateness and prioritization instrument","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Prism Eye Institute; Trillium Health Centre; University of Toronto","funders":"Abbott Medical Optics; Alcon; Valeant Pharmaceuticals International","keywords":"Medicine; Cataract surgery; Prioritization; Quality of life (healthcare); Visual acuity; Descriptive statistics; Physical therapy; Optometry; Ophthalmology; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006253917,0.0001553829,0.00076455,0.0001953446,0.0001746602,0.00001662196,0.00001957232,0.00008235844,0.00001703546],"category_scores_gemma":[0.0006024396,0.0001444939,0.0000453605,0.0002597301,0.00005029537,0.0001243803,0.00007006698,0.00016864,0.000001939189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001211965,"about_ca_system_score_gemma":0.000260701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005659116,"about_ca_topic_score_gemma":0.0001940797,"domain_scores_codex":[0.9986315,0.0001387714,0.0003625907,0.0002971815,0.0002410286,0.0003289117],"domain_scores_gemma":[0.9990847,0.0004123881,0.0001592901,0.0001532625,0.00008910835,0.0001013286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006733092,0.001922713,0.9938362,0.001236381,0.0002321266,0.0001105968,0.0006354113,5.183995e-7,0.000916367,0.00000339084,0.000009175228,0.001029789],"study_design_scores_gemma":[0.0003965799,0.0001291724,0.9935444,0.00147505,0.0001089151,0.000078725,0.000575315,0.0002736922,0.003276999,0.00001147601,0.000004199738,0.0001254527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934797,0.001374635,0.000004807246,0.004631994,0.0001187355,0.0003205548,0.00001333494,0.00004177664,0.00001444616],"genre_scores_gemma":[0.9974,0.001420775,0.0003053352,0.0005216477,0.0001072647,0.00002542329,0.0001421723,0.00001864105,0.0000587815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004110347,"threshold_uncertainty_score":0.5892288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1875262675272934,"score_gpt":0.3473387439612861,"score_spread":0.1598124764339927,"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."}}