{"id":"W2331151841","doi":"10.3928/1081597x-20111103-03","title":"Intracorneal Ring Segments Implantation Followed By Same-day Photorefractive Keratectomy and Corneal Collagen Cross-linking in Keratoconus","year":2011,"lang":"en","type":"article","venue":"Journal of Refractive Surgery","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Keratoconus; Keratometer; Photorefractive keratectomy; Medicine; Ophthalmology; Corneal collagen cross-linking; Corneal topography; Visual acuity; Cornea","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":[0.001668821,0.0002933088,0.0008758928,0.000520152,0.0001308618,0.00007068981,0.00007358807,0.0002055236,0.0001652436],"category_scores_gemma":[0.0006089625,0.0002595308,0.0002332217,0.0004379443,0.0001186297,0.0009324964,0.00003971243,0.0005533462,0.000007831543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002919804,"about_ca_system_score_gemma":0.0004010165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002705147,"about_ca_topic_score_gemma":0.00004131948,"domain_scores_codex":[0.9975355,0.0002719956,0.001006566,0.0003212072,0.0004311678,0.0004336184],"domain_scores_gemma":[0.99684,0.001299703,0.001033015,0.0001444485,0.000385359,0.0002974489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007938601,0.0005600453,0.9315728,0.000078704,0.0003215955,0.001867761,0.002138842,0.000007141454,0.03114358,0.000004574691,0.0007171375,0.02364925],"study_design_scores_gemma":[0.003999337,0.0004394162,0.9343093,0.0006138077,0.0001615394,0.001194553,0.001294807,0.0000970223,0.05593808,0.0002011972,0.001347711,0.0004032201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996645,0.0007559332,0.0001914896,0.00005798852,0.0006212985,0.0003905344,0.00002206125,0.00001939676,0.001296297],"genre_scores_gemma":[0.9986244,0.0005629745,0.0001867122,0.0003279414,0.00014296,0.00001892474,0.00002249857,0.00003765532,0.00007589182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0247945,"threshold_uncertainty_score":0.9999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02784185878125281,"score_gpt":0.2870337860895013,"score_spread":0.2591919273082485,"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."}}