{"id":"W4318320800","doi":"10.1111/aos.15639","title":"Subjective and objective evaluation of corneal haze after accelerated corneal crosslinking for corneal ectasias","year":2023,"lang":"en","type":"article","venue":"Acta Ophthalmologica","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Sunnybrook Health Science Centre; Health Sciences Centre; Kensington Health; University of Toronto","funders":"","keywords":"Densitometry; Scheimpflug principle; Keratoconus; Ophthalmology; Medicine; Haze; Ectasia; Keratometer; Visual acuity; Cornea; Optometry; Surgery; Internal medicine; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001360124,0.0003033894,0.0006133512,0.000230288,0.0001990272,0.00004251352,0.0001079934,0.0002902617,0.000429447],"category_scores_gemma":[0.001329942,0.0002594856,0.0001948013,0.0007602903,0.00028881,0.0001689182,0.0001154241,0.0002480995,0.0000195989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001181913,"about_ca_system_score_gemma":0.0003177096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001039409,"about_ca_topic_score_gemma":0.00001479889,"domain_scores_codex":[0.9976619,0.0002103971,0.0004747637,0.0006449697,0.0004837882,0.0005241768],"domain_scores_gemma":[0.997739,0.0007890718,0.0002489951,0.0002988775,0.0007612785,0.0001628258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02185293,0.001092784,0.9182596,0.0004814517,0.0007554099,0.001054545,0.004619563,0.0001783397,0.02546437,0.0001795313,0.002477055,0.02358437],"study_design_scores_gemma":[0.003199124,0.001587417,0.9827055,0.00009116885,0.0003271954,0.0006357483,0.000946014,0.004370351,0.003219335,0.002504667,0.0001204334,0.0002930295],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932987,0.0002936072,0.00002365049,0.000273469,0.0002822634,0.001763318,0.0001149842,0.0001353599,0.00381463],"genre_scores_gemma":[0.9985423,0.00004301648,0.0001519785,0.0001352874,0.0001058148,0.0004765453,0.0002381225,0.00003697926,0.000269927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06444587,"threshold_uncertainty_score":0.9999858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025635415620201,"score_gpt":0.3589922502644868,"score_spread":0.2564287087024667,"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."}}