{"id":"W4283525691","doi":"10.1111/aos.15202","title":"<scp>DMEK</scp> graft: One size does not fit all","year":2022,"lang":"en","type":"review","venue":"Acta Ophthalmologica","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Medical Research Council","keywords":"Medicine; Descemet membrane; Grafting; Bullous keratopathy; Ophthalmology; Graft rejection; Surgery; Transplantation; Cornea; Materials science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007021465,0.000916573,0.003422275,0.0002202747,0.0002519809,0.00005580468,0.0006868322,0.0007442198,0.01519008],"category_scores_gemma":[0.004093256,0.0005838028,0.001570332,0.0006590044,0.0001795825,0.0000895554,0.0006241273,0.001519172,0.0003337816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002014825,"about_ca_system_score_gemma":0.0003766873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006705516,"about_ca_topic_score_gemma":0.000001235014,"domain_scores_codex":[0.9956915,0.0004604792,0.001018102,0.001180575,0.0007078315,0.0009414459],"domain_scores_gemma":[0.991762,0.005939075,0.000619353,0.001199615,0.00005227801,0.0004276104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001838848,0.003806006,0.000638423,0.02977745,0.002685739,0.01353285,0.0002636516,6.713428e-7,0.00003645024,0.0002441154,0.04338348,0.9054473],"study_design_scores_gemma":[0.0003320533,0.0006165509,0.0004402328,0.001336592,0.001669085,0.002695153,0.0000732008,3.940092e-7,0.000003172793,0.0002361653,0.9923065,0.0002909247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003371109,0.9349747,2.657093e-7,0.0004138317,0.000810102,0.001580089,0.0002116027,0.0002598221,0.05837851],"genre_scores_gemma":[0.004544386,0.9679766,0.0001182503,0.0009989156,0.0003413081,0.0005846132,0.0005688408,0.0001192905,0.02474779],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.948923,"threshold_uncertainty_score":0.9996613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1475126556758211,"score_gpt":0.3523953098748822,"score_spread":0.204882654199061,"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."}}