{"id":"W2168623556","doi":"10.1016/j.jcrs.2007.04.019","title":"Personalized correction of spherical aberration in cataract surgery","year":2007,"lang":"en","type":"article","venue":"Journal of Cataract & Refractive Surgery","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mesopic vision; Spherical aberration; Photopic vision; Phacoemulsification; Medicine; Ophthalmology; Intraocular lens; Contrast (vision); Cataract surgery; Optometry; Lens (geology); Optics; Visual acuity; Physics; Retinal","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":[0.003323594,0.0001872656,0.001064189,0.0005889872,0.00006320741,0.000007046079,0.00004541053,0.0001721966,0.0001654572],"category_scores_gemma":[0.002271056,0.0001523994,0.0004726583,0.0004892193,0.0001623121,0.000551376,0.0000164434,0.0006256304,0.00001014434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002538932,"about_ca_system_score_gemma":0.0004399111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001717227,"about_ca_topic_score_gemma":0.00001557239,"domain_scores_codex":[0.9976877,0.0001807185,0.001191343,0.0001635146,0.0004704432,0.0003063101],"domain_scores_gemma":[0.9942925,0.003617095,0.001304893,0.0001311775,0.0005114445,0.0001428908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008830762,0.001848584,0.9620819,0.00009069985,0.0002973956,0.000853139,0.0007172271,0.000004712502,0.006804053,0.000003354495,0.005672095,0.01279605],"study_design_scores_gemma":[0.0005850789,0.0006228737,0.9848368,0.0004069469,0.0001296757,0.001305597,0.001390335,0.00001483201,0.007927743,0.00002085834,0.002627485,0.000131749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960032,0.0008351274,0.000276426,0.0004669973,0.001680293,0.0001227729,0.000002683057,0.000007937024,0.0006045466],"genre_scores_gemma":[0.9983941,0.0005428474,0.0001007205,0.0001967997,0.0004040195,0.000001855711,0.00002282541,0.00001693906,0.0003198732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0227549,"threshold_uncertainty_score":0.6214668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04418784102216641,"score_gpt":0.3655829073980393,"score_spread":0.3213950663758729,"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."}}