{"id":"W4313008651","doi":"10.12968/opti.2021.2.8493","title":"Contact lenses: So much more than simple correction of refractive error","year":2021,"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; Optometry; Face (sociological concept); Lens (geology); Refractive error; Eye contact; Eye care; Psychology; Simple (philosophy); Optics; Medicine; Sociology; Physics; Communication","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":[0.00008007163,0.000120394,0.0003173528,0.00005045641,0.0000697978,0.00001587451,0.00004196382,0.00008825718,0.0002194338],"category_scores_gemma":[0.0001810887,0.0001126466,0.0001369122,0.000184144,0.00003434892,0.0000939618,0.00002624138,0.0001903536,0.00005322259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007088801,"about_ca_system_score_gemma":0.0002567696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004376467,"about_ca_topic_score_gemma":0.0003615658,"domain_scores_codex":[0.9991258,0.00004047932,0.0002008233,0.0002182798,0.0002133846,0.0002012323],"domain_scores_gemma":[0.999155,0.00006389211,0.00009599211,0.000333462,0.0002611814,0.00009042837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001440151,0.001684141,0.26718,0.0003658317,0.001239997,0.001705039,0.008850344,0.00005829286,0.6173747,0.001681537,0.003019442,0.09540048],"study_design_scores_gemma":[0.002508875,0.001374181,0.4173558,0.0004259882,0.0005477055,0.00008026006,0.02395582,0.001324312,0.5055637,0.00009859782,0.04639032,0.0003744325],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808224,0.0002284611,0.0001403237,0.0008985208,0.0004257674,0.0001689718,0.00001217652,0.0000363985,0.01726697],"genre_scores_gemma":[0.9956253,0.00004552032,0.0003347778,0.0006339928,0.0001117386,0.000005829882,0.00005305392,0.00002274428,0.003167055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1501758,"threshold_uncertainty_score":0.4593594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01702899660330674,"score_gpt":0.2977133059914975,"score_spread":0.2806843093881908,"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."}}