{"id":"W4407151732","doi":"10.33844/cjm.2025.6042","title":"Patient Perceptions of Private Cataract Surgery in Ontario","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Medicine","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McMaster University","funders":"","keywords":"Cataract surgery; Optometry; Medicine; Ophthalmology; Psychology","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":[0.001014261,0.0001091779,0.0002147929,0.0003099869,0.003150546,0.001399636,0.000414313,0.0002958186,0.004493185],"category_scores_gemma":[0.004940823,0.0001919328,0.0002773799,0.0008206305,0.001293204,0.0004944248,0.001059604,0.0005782127,0.0001413849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01706496,"about_ca_system_score_gemma":0.01712452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8243748,"about_ca_topic_score_gemma":0.9127613,"domain_scores_codex":[0.9981262,0.0004268533,0.0001295208,0.00009679576,0.0007987373,0.000421789],"domain_scores_gemma":[0.9943303,0.0009271159,0.001534917,0.0001030819,0.001163666,0.001940902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006137406,0.0002115841,0.7353292,0.0003139818,0.00007555242,0.001474004,0.2087571,0.0002379255,0.003369244,0.0008043806,0.005742748,0.04307059],"study_design_scores_gemma":[0.00003367793,0.0003243852,0.8255696,0.000157825,0.00003477745,0.0006382425,0.1606182,0.0003540483,0.0002273544,0.0001464026,0.01182999,0.0000655634],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949554,0.0001467614,0.00003445008,0.001065373,0.000007479348,0.00001606948,0.0001135998,0.000003598858,0.003657327],"genre_scores_gemma":[0.9989579,0.0001755579,0.00006428128,0.0001669723,0.00000481001,0.000006364071,0.00004161028,0.000001669016,0.0005809429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1756252,"threshold_uncertainty_score":0.3533189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555646632981082,"score_gpt":0.241344820297781,"score_spread":0.2257883539679702,"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."}}