{"id":"W1492048027","doi":"10.1002/j.1538-9235.2003.tb01607.x","title":"Corneal Aberrations and Reading","year":2003,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Park","funders":"","keywords":"Cornea; Optometry; Refractive error; Astigmatism; Corneal topography; Reading (process); Ophthalmology; Eyelid; Optics; Medicine; Visual acuity; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001832697,0.0003197214,0.0001696372,0.0002836991,0.0002478664,0.0003444886,0.0001361309,0.0002802615,0.004759517],"category_scores_gemma":[0.001740776,0.0001012439,0.0001769971,0.000245217,0.0002147935,0.0002356952,0.0001539462,0.0002415534,0.0006204821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002328961,"about_ca_system_score_gemma":0.000161135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001689973,"about_ca_topic_score_gemma":0.002118608,"domain_scores_codex":[0.9998381,0.0000336534,0.00001403119,0.00002690863,0.00006169199,0.00002554682],"domain_scores_gemma":[0.9988444,0.0002586257,0.0004856818,0.00006728189,0.0002196126,0.0001244799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008288583,0.0007421722,0.7416052,0.0005664199,0.0001637996,0.001626523,0.0006000981,0.0003442995,0.1272067,0.0002400542,0.001012409,0.1176037],"study_design_scores_gemma":[0.00001499627,0.000811637,0.9951146,0.000006413943,0.00001873584,0.000971582,0.00004300809,0.0001304337,0.002588222,0.00006350076,0.0002323479,0.00000432547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969886,0.0008132532,0.0002162515,0.0000506731,0.00001093691,0.00001930652,0.0001554291,0.00002343553,0.001722196],"genre_scores_gemma":[0.9985616,0.0001947041,0.0001781324,0.0000197919,0.00001308272,0.000005498937,0.00009786032,0.000005219822,0.0009240702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004759517,"threshold_uncertainty_score":0.01592219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03610370280363273,"score_gpt":0.4860024126828551,"score_spread":0.4498987098792224,"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."}}