{"id":"W4312651743","doi":"10.12968/opti.2020.12.233141","title":"Future of Optics: The ultimate contact lens","year":2020,"lang":"en","type":"article","venue":"Optician","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Contact lens; Optics; Lens (geology); Engineering; Materials science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006586475,0.00009660974,0.0002254922,0.00001359269,0.00004146126,0.000009689842,0.00009646948,0.00005834977,0.000133398],"category_scores_gemma":[0.0000372637,0.00006090404,0.0001110209,0.0001061817,0.00002868301,0.00004636062,0.00002551232,0.0001671335,0.0001210369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001013374,"about_ca_system_score_gemma":0.00004999762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001419934,"about_ca_topic_score_gemma":0.000007063043,"domain_scores_codex":[0.9993674,0.00001904203,0.000160928,0.000123997,0.0001678519,0.0001608282],"domain_scores_gemma":[0.9995255,0.00002697141,0.00005721807,0.0002397737,0.0000650852,0.00008540726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002236191,0.0008446511,0.2374063,0.00147131,0.002190321,0.001058987,0.02541727,0.0002169091,0.5255451,0.1429095,0.007180679,0.05352282],"study_design_scores_gemma":[0.008310135,0.004555321,0.3221003,0.0005581733,0.001859842,0.00005254584,0.02125173,0.01235156,0.1314146,0.0001524189,0.4964092,0.000984218],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321975,0.0007161211,0.000104917,0.03651114,0.0001947068,0.0003085539,0.00001316028,0.00004962784,0.02990426],"genre_scores_gemma":[0.9936318,0.0001590227,0.0008731782,0.004724873,0.0004323789,0.000002726466,0.000007221478,0.00001678833,0.000152042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4892285,"threshold_uncertainty_score":0.2483595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01836814588646028,"score_gpt":0.2520897374459787,"score_spread":0.2337215915595184,"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."}}