{"id":"W3088774320","doi":"10.1097/opx.0000000000001580","title":"Advances in Scleral Lenses","year":2020,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scleral lens; Optometry; Ophthalmology; Medicine; Cornea","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":[0.00025662,0.00005934785,0.0001349068,0.0001417233,0.0001367823,0.00001681832,0.00006094204,0.00002265672,0.00004493793],"category_scores_gemma":[0.0002912106,0.00004318565,0.00001382287,0.001069422,0.0004846091,0.0004243295,0.00009456883,0.00008946054,0.00001901466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007995302,"about_ca_system_score_gemma":0.00002190617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.800926e-7,"about_ca_topic_score_gemma":4.544475e-8,"domain_scores_codex":[0.9993041,0.00001135174,0.00009902867,0.0002374476,0.0001873961,0.0001606506],"domain_scores_gemma":[0.9997167,0.00004831119,0.00002073251,0.00005836553,0.0000326701,0.0001232436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001606286,0.0001006769,0.9682464,0.00006906172,0.00000135373,0.00001907619,0.0003796454,9.474385e-7,0.007866049,0.0001184028,0.0000534716,0.02298428],"study_design_scores_gemma":[0.0006364411,0.001709387,0.9936776,0.0000814212,0.000003900756,0.00002870985,0.0003675099,0.00037362,0.001965105,0.00003552935,0.001056832,0.00006396182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992595,0.001078087,0.00004310291,0.002593466,0.00006634446,0.00007417622,5.939519e-7,0.0000163571,0.003532935],"genre_scores_gemma":[0.9977613,0.0006517054,0.0003945963,0.001105857,0.00003160606,0.000001642024,2.657224e-7,0.000001852242,0.00005113758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02543118,"threshold_uncertainty_score":0.1785562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04153021836699752,"score_gpt":0.499375755485697,"score_spread":0.4578455371186995,"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."}}