{"id":"W4231983917","doi":"10.3928/1081-597x-20040901-16","title":"Proceedings of the 5th International Congress of Wavefront Sensing & Optimized Refractive Corrections. February 21-24, 2004. Whistler, British Columbia, Canada","year":2004,"lang":"en","type":"article","venue":"Journal of Refractive Surgery","topic":"Optical Systems and Laser Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wavefront; Optometry; Whistler; Optics; Physics; Ophthalmology; Medicine; Nuclear physics","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":[0.0003940508,0.000133379,0.0006190789,0.0001280501,0.00007656869,0.00006186454,0.0002029467,0.0001468409,0.00006324182],"category_scores_gemma":[0.0006285799,0.0001425819,0.0002228667,0.0003028276,0.0001318322,0.0003685679,0.00004456292,0.0006136331,6.647093e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008486558,"about_ca_system_score_gemma":0.0004565787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3449696,"about_ca_topic_score_gemma":0.3011561,"domain_scores_codex":[0.9982852,0.00002710664,0.0008423361,0.0001361525,0.0004868853,0.0002223027],"domain_scores_gemma":[0.9976132,0.0002631083,0.0008815039,0.0001144398,0.001039091,0.00008865082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009475537,0.001097647,0.1208064,0.0007546414,0.00546822,0.0005982568,0.0009604094,0.04000797,0.07111521,0.0001390977,0.7172621,0.04084255],"study_design_scores_gemma":[0.01021294,0.0004986298,0.636332,0.01255232,0.000960197,0.009377112,0.01103616,0.003009576,0.1079959,0.001991632,0.2033554,0.00267809],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915602,0.0004014503,0.0005061708,0.000280853,0.005905821,0.0001472143,0.00005274911,0.00002374328,0.001121756],"genre_scores_gemma":[0.9977938,0.0001684483,0.001273099,0.0000309868,0.0001521478,0.000002271672,0.000002338004,0.00002888855,0.0005480352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5155256,"threshold_uncertainty_score":0.711596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008434297325281228,"score_gpt":0.1997773511217894,"score_spread":0.1913430537965082,"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."}}