{"id":"W1144633306","doi":"","title":"Clinically Significant Cystoid Macular Edema After Cataract Surgery: A Retrospective Analysis to Identify Predictors","year":2007,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Macular edema; Medicine; Ophthalmology; Retrospective cohort study; Cataract surgery; Edema; Surgery; Visual acuity","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004111947,0.0003045795,0.0008087763,0.001084241,0.0003878362,0.000065464,0.0003447847,0.0001703155,0.0006800912],"category_scores_gemma":[0.004259425,0.0002512433,0.0003883766,0.005499888,0.004248051,0.0002659776,0.0002126925,0.0004311031,0.0002201153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003403044,"about_ca_system_score_gemma":0.0007612969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002158977,"about_ca_topic_score_gemma":0.00001721595,"domain_scores_codex":[0.9959572,0.0001588902,0.0008737997,0.001143499,0.001001412,0.0008651864],"domain_scores_gemma":[0.9965518,0.0006798832,0.0002849754,0.0004869042,0.0007451906,0.001251262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002053956,0.0001992275,0.8218997,0.000008790358,0.0002731178,0.002188162,0.0008464423,0.00000461204,0.1742036,0.00004367115,0.00006791171,0.00005934947],"study_design_scores_gemma":[0.0001806599,0.001020846,0.9683047,0.00006345324,0.0005539402,0.0002663568,0.000392965,0.0000721704,0.0279456,0.0009072323,0.0000321988,0.0002598949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961767,0.00002586797,0.0001689613,0.001159309,0.0002991081,0.0005331191,0.00004240551,0.0000611182,0.001533446],"genre_scores_gemma":[0.9965018,0.000003125786,0.001781528,0.0009954973,0.0001678203,0.00007099552,0.00003631791,0.00001754129,0.0004253987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.146405,"threshold_uncertainty_score":0.999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03772311784584666,"score_gpt":0.3900669173566686,"score_spread":0.352343799510822,"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."}}