{"id":"W4415938639","doi":"10.1097/j.jcrs.0000000000001797","title":"Comparing outcomes of Tel-Aviv Protocol vs Athens Protocol in the treatment of progressive keratoconus","year":2025,"lang":"en","type":"article","venue":"Journal of Cataract & Refractive Surgery","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health; University of Toronto","funders":"","keywords":"Protocol (science); Keratoconus; Treatment protocol; Corneal topography; Internet Protocol Control Protocol","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":[],"consensus_categories":[],"category_scores_codex":[0.001023725,0.0002537445,0.001445703,0.0005496577,0.0000558375,0.00001743047,0.000138262,0.000100798,0.00005670594],"category_scores_gemma":[0.0005568356,0.0001425789,0.0006577091,0.0005413343,0.0001549091,0.0002563453,0.00002069834,0.0003441116,0.000001667101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001797998,"about_ca_system_score_gemma":0.0009289999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001214024,"about_ca_topic_score_gemma":0.00002059658,"domain_scores_codex":[0.9973354,0.0002991909,0.0014306,0.0001787144,0.0004870932,0.0002690538],"domain_scores_gemma":[0.9953375,0.002033627,0.001707456,0.0003424033,0.0004971604,0.0000818814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01099712,0.005511128,0.9545791,0.0003902723,0.0004725638,0.0003591459,0.001336939,0.00001584418,0.0004322536,0.00003346718,0.0004115986,0.02546054],"study_design_scores_gemma":[0.003938291,0.001326582,0.9295042,0.001050413,0.0001743206,0.0001083027,0.0009972005,0.00001568435,0.006891966,0.0001560728,0.05570541,0.0001315748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7825689,0.00005943174,0.0000154885,0.0008976078,0.0000944799,0.2152339,0.000006307181,0.000006719544,0.001117167],"genre_scores_gemma":[0.8153161,0.00001111618,0.00004398419,0.0001635292,0.00006022078,0.1843207,0.000003680025,0.00001251414,0.00006816991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05529381,"threshold_uncertainty_score":0.5814197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04383406687786251,"score_gpt":0.3826795970173308,"score_spread":0.3388455301394683,"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."}}