{"id":"W2609552207","doi":"10.1097/ico.0000000000001217","title":"Comparison of Femtosecond Laser-Enabled Descemetorhexis and Manual Descemetorhexis in Descemet Membrane Endothelial Keratoplasty","year":2017,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Ophthalmology; Femtosecond; Descemet membrane; Laser; Medicine; Cornea; Optics; Physics","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":[0.0005108535,0.0003006801,0.000943042,0.0002349009,0.0002464199,0.0000810958,0.0002230528,0.0001869498,0.0006189806],"category_scores_gemma":[0.0007272482,0.0002832979,0.0001422571,0.0001478682,0.0003599919,0.0002567881,0.000162805,0.000331127,0.00003249746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005707046,"about_ca_system_score_gemma":0.000153362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004584029,"about_ca_topic_score_gemma":0.000942598,"domain_scores_codex":[0.9980045,0.00008767098,0.000651783,0.0004794646,0.0003059745,0.0004706054],"domain_scores_gemma":[0.9982804,0.0002531345,0.000344038,0.0007402665,0.0001158749,0.0002662937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001911222,0.0006110281,0.9549415,0.0003586014,0.00008986142,0.00009261761,0.0005457107,0.00001394478,0.0167385,0.0003195403,0.0009605284,0.023417],"study_design_scores_gemma":[0.0118004,0.001119711,0.7768411,0.0005154876,0.0002731779,0.00009298785,0.001039033,0.00219474,0.1914238,0.0004381838,0.01350669,0.0007547344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887879,0.0004964978,0.00008345862,0.0001764281,0.000344176,0.000460452,0.00005090703,0.00004164642,0.009558479],"genre_scores_gemma":[0.9978813,0.0001383228,0.0004023504,0.0001407956,0.00009935849,0.00002653035,0.00003068309,0.00003499324,0.001245672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1781003,"threshold_uncertainty_score":0.9999619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05234318858990034,"score_gpt":0.3434622353725378,"score_spread":0.2911190467826375,"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."}}