{"id":"W4229023747","doi":"10.1016/j.clae.2021.101515","title":"All soft contact lenses are not created equal","year":2021,"lang":"en","type":"review","venue":"Contact Lens and Anterior Eye","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Allergan","keywords":"Contact lens; Lens (geology); Optometry; Medicine; Optics; Ophthalmology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002409289,0.001050893,0.004978171,0.0002432195,0.0001625736,0.0002122611,0.0002127069,0.0007320616,0.0005203314],"category_scores_gemma":[0.0001752453,0.0008197714,0.0013705,0.0002176409,0.00006757975,0.0001864845,0.0002029967,0.0009177201,0.0001712806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444802,"about_ca_system_score_gemma":0.000516037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001353017,"about_ca_topic_score_gemma":0.0000401297,"domain_scores_codex":[0.9964385,0.0002363322,0.001078766,0.001065605,0.0003899614,0.0007908142],"domain_scores_gemma":[0.9976771,0.0002276419,0.000601318,0.0008808174,0.0002278517,0.0003851945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000249862,0.0004351798,0.003897891,0.02526872,0.003323473,0.007634331,0.0002675562,1.263726e-8,0.001243792,0.0003103329,0.0005115203,0.9568573],"study_design_scores_gemma":[0.001484929,0.0006555001,0.001417155,0.05382697,0.003497742,0.0002715792,0.0001946782,0.000003722438,0.00005072021,8.469851e-7,0.9377714,0.0008246887],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009559741,0.9873814,0.00002532659,0.0002700954,0.0004889845,0.0009804234,0.0003449166,0.0001659209,0.0007832017],"genre_scores_gemma":[0.01252835,0.9816762,0.00003146134,0.001781477,0.0004433035,0.00005739551,0.0004198523,0.0001775921,0.002884415],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9560326,"threshold_uncertainty_score":0.9994253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06288783988370293,"score_gpt":0.3398147152329678,"score_spread":0.2769268753492649,"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."}}