{"id":"W2802331108","doi":"10.1097/ico.0000000000001604","title":"Simulation Model for DMEK Donor Preparation","year":2018,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mitel (Canada)","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002409776,0.0005682728,0.0004128756,0.0004023122,0.0004747139,0.0006972924,0.0009682416,0.001194974,0.007184694],"category_scores_gemma":[0.0007883921,0.0002440028,0.0007419721,0.0002558532,0.000342974,0.000480409,0.0006663824,0.0005082909,0.000671633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006941368,"about_ca_system_score_gemma":0.001242095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009166266,"about_ca_topic_score_gemma":0.004036845,"domain_scores_codex":[0.9998276,0.00004677859,0.00001092965,0.0000319704,0.00005315272,0.00002952059],"domain_scores_gemma":[0.9996467,0.0001756006,0.00003575212,0.00003132478,0.00007383651,0.00003671442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001012651,0.00006573409,0.001397195,0.00006171261,0.00001306291,0.000198055,0.0000560505,0.9861385,0.00358197,0.003100761,0.0006889261,0.004596769],"study_design_scores_gemma":[0.00002376297,0.0000417882,0.0002531465,0.00001191519,0.00001048858,0.00006125778,0.00002031033,0.9951364,0.001539033,0.0007703841,0.002120512,0.00001097815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3081387,0.00110335,0.6318153,0.0009765166,0.0003114222,0.0005974976,0.002650382,0.001502372,0.05290451],"genre_scores_gemma":[0.9251237,0.0007008832,0.06029265,0.0001018093,0.00002533429,0.0004442692,0.001051263,0.0001338359,0.01212632],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009166266,"threshold_uncertainty_score":0.02403516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06171193702733754,"score_gpt":0.353173372138018,"score_spread":0.2914614351106805,"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."}}