{"id":"W2058005009","doi":"10.1097/ico.0b013e3181609300","title":"Manual Top Hat Wound Configuration for Penetrating Keratoplasty","year":2008,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Ophthalmology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00009532583,0.0001005457,0.0001649301,0.00003898458,0.0001803197,0.00001571718,0.00003073567,0.00007086494,0.0003202428],"category_scores_gemma":[0.0001778929,0.00009278543,0.00008466304,0.00008564787,0.00005196866,0.00009170717,0.000008778311,0.00008475799,0.00006222795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000250551,"about_ca_system_score_gemma":0.0001099924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001506612,"about_ca_topic_score_gemma":0.00001732126,"domain_scores_codex":[0.9993014,0.00001344972,0.0001854167,0.0001909005,0.0001164217,0.0001924188],"domain_scores_gemma":[0.999486,0.0001415496,0.00004981024,0.0001409655,0.0000870054,0.00009467207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003208125,0.0008140915,0.6648145,0.0005002167,0.0001809908,0.0003431469,0.003261192,0.00008861211,0.04200513,0.008608284,0.1088482,0.1673275],"study_design_scores_gemma":[0.008003859,0.001532963,0.6760647,0.0001648507,0.0001799803,0.0008788084,0.001466798,0.00451349,0.03848013,0.001154571,0.2666667,0.0008931013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811351,0.0001975817,0.003157965,0.0003858018,0.0002915603,0.0004087702,0.000007226432,0.00007138566,0.01434456],"genre_scores_gemma":[0.9944969,0.00002590536,0.0003270261,0.0008183582,0.0002095205,0.00004200175,0.00009357439,0.00001286801,0.003973802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1664344,"threshold_uncertainty_score":0.378368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03803102721627698,"score_gpt":0.2859217481218418,"score_spread":0.2478907209055648,"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."}}