{"id":"W4412597683","doi":"10.1097/j.jcrs.0000000000001704","title":"Comment on: Surgeon adoption of immediate sequential bilateral cataract surgery in the United States from 2018 to 2022","year":2025,"lang":"en","type":"article","venue":"Journal of Cataract & Refractive Surgery","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cataract surgery; Medicine; General surgery; Ophthalmology; Optometry; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004170166,0.0003206876,0.001233132,0.001958795,0.0001014329,0.00004644386,0.0001803153,0.00016774,0.0001974641],"category_scores_gemma":[0.001232229,0.0002219316,0.0006970486,0.001234932,0.0001046243,0.0003940355,0.00004107918,0.0009789689,0.00002531405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003066582,"about_ca_system_score_gemma":0.0007249296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002601509,"about_ca_topic_score_gemma":0.00004165468,"domain_scores_codex":[0.9959202,0.0009507639,0.001571254,0.0002761382,0.0008398347,0.0004418423],"domain_scores_gemma":[0.9895934,0.008120129,0.001089079,0.0004596644,0.0005685359,0.000169156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03512743,0.00509824,0.540009,0.0004152675,0.002370478,0.005949941,0.003953232,0.0006288355,0.01367647,0.0001257065,0.3685622,0.02408317],"study_design_scores_gemma":[0.0008865088,0.0004016746,0.6705737,0.002084609,0.0003515907,0.0001487541,0.001931329,0.00005706007,0.02581849,0.0002146135,0.29717,0.0003617017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739568,0.0004687469,0.00009615716,0.02311385,0.001866535,0.0002725311,0.0001345054,0.000009652968,0.00008122654],"genre_scores_gemma":[0.9836316,0.001643817,0.00003365712,0.01332338,0.0004134555,0.0000115647,0.0008510857,0.00002420385,0.00006720555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1305646,"threshold_uncertainty_score":0.9050109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698903393928152,"score_gpt":0.2985269357386987,"score_spread":0.2715379017994172,"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."}}