{"id":"W4211162199","doi":"10.1016/j.jcjo.2022.01.017","title":"Comparative evaluation of four Descemet membrane endothelial keratoplasty graft preparation techniques","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Dissection (medical); Grading scale; Tears; Surgery; Ophthalmology; Peripheral; Grading (engineering); Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002544254,0.0008117568,0.0009115101,0.002282938,0.0006444652,0.0007404009,0.0005799541,0.0007224528,0.00348171],"category_scores_gemma":[0.003682851,0.0003590555,0.001166385,0.00120168,0.0007812562,0.001197659,0.0004272028,0.0009072921,0.0004533395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003623154,"about_ca_system_score_gemma":0.0007649296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00056836,"about_ca_topic_score_gemma":0.001158432,"domain_scores_codex":[0.998498,0.0003858069,0.0002746056,0.0001971513,0.0004377138,0.0002068559],"domain_scores_gemma":[0.9945534,0.003412201,0.0004583539,0.0004683781,0.0008308516,0.0002767465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.1732588,0.01263172,0.06140567,0.002833622,0.001288804,0.001888193,0.002827918,0.002958284,0.4145093,0.001021543,0.0005659275,0.3248103],"study_design_scores_gemma":[0.003213014,0.1964002,0.411099,0.0004077794,0.004523339,0.007196426,0.004426342,0.003878182,0.3580005,0.000835314,0.00968523,0.000334609],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941307,0.002266293,0.002108231,0.00002638236,0.00006070279,0.0001229808,0.0001136958,0.00004598898,0.001124998],"genre_scores_gemma":[0.9917338,0.001806188,0.004983132,0.0000688981,0.00004458632,0.000114741,0.0002700987,0.00005346135,0.0009251232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00348171,"threshold_uncertainty_score":0.01345545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08865706576392074,"score_gpt":0.343232565358678,"score_spread":0.2545754995947573,"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."}}