{"id":"W4401216003","doi":"10.1016/j.jcjo.2024.06.011","title":"Objective analysis of capsulorrhexis factors and posterior capsular opacification in 420 postmortem eyes","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McGill University Health Centre","funders":"Department of Epidemiology, Biostatistics and Occupational Health, McGill University; Alcon; Canadian Nuclear Laboratories; Guangdong Provincial Key Laboratory for Translational Cancer Research of Chinese Medicine, Guangzhou University of Chinese Medicine","keywords":"Ophthalmology; Capsulorhexis; Medicine; Phacoemulsification; Visual acuity","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003325807,0.0001139052,0.0005391229,0.001708178,0.00002902372,0.00001638308,0.00005777768,0.0001227303,0.0004715156],"category_scores_gemma":[0.0002210736,0.00009361727,0.000182366,0.0007255463,0.0001388353,0.00009884264,0.000004638129,0.0002383301,0.000001583296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001292168,"about_ca_system_score_gemma":0.0007861474,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00930104,"about_ca_topic_score_gemma":0.0009689103,"domain_scores_codex":[0.9990203,0.0001024371,0.0004331466,0.0001454677,0.00009518742,0.0002034051],"domain_scores_gemma":[0.9991708,0.0001229928,0.0001228445,0.0001200642,0.0001782519,0.0002850549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008510475,0.00002443301,0.9474893,0.0000962581,0.001399083,0.03862624,0.005432829,0.00003111632,0.006109125,0.000204833,0.00003229392,0.0004693633],"study_design_scores_gemma":[0.0001555363,0.0003741527,0.9584564,0.0001328848,0.0007477819,0.03580799,0.001116546,0.0001119219,0.002855362,0.00006045729,0.00009386004,0.00008711418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944757,0.003734744,0.000007288005,0.0003268366,0.0003152424,0.00008150503,0.0000407395,0.000001911634,0.001015998],"genre_scores_gemma":[0.9997115,0.00001505962,0.00005574997,0.00001883666,0.00004008601,0.00000101899,0.00001571765,0.00001109536,0.0001309174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01096707,"threshold_uncertainty_score":0.9972961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02071234749949943,"score_gpt":0.2841934943962195,"score_spread":0.2634811468967201,"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."}}