{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008379083,0.00005906258,0.000094032,0.00003200802,0.00006740494,0.000009335199,0.0000211491,0.00004668094,0.00007873867],"category_scores_gemma":[0.0001959948,0.00005396061,0.00005517869,0.00006768174,0.00003286663,0.00007324807,0.000007813943,0.00002548931,0.00006692929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002026438,"about_ca_system_score_gemma":0.00005334002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004872193,"about_ca_topic_score_gemma":0.00001908649,"domain_scores_codex":[0.9995556,0.000005762224,0.0001186418,0.0001422582,0.00006487444,0.000112827],"domain_scores_gemma":[0.9995504,0.00009545093,0.00003463022,0.0001405109,0.000134513,0.00004450788],"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":[0.02062548,0.001283461,0.04762729,0.0005333229,0.0001949951,0.000007076998,0.007234375,0.5076571,0.01341803,0.007491679,0.1032673,0.2906599],"study_design_scores_gemma":[0.0005921559,0.0002286375,0.001763377,0.00001139498,0.000030956,7.769231e-7,0.0000137899,0.9855217,0.0004933372,0.001435224,0.009846068,0.0000625238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6217675,0.00004292141,0.3723083,0.0002277681,0.0001620183,0.0004785065,0.000006383613,0.00008000273,0.004926645],"genre_scores_gemma":[0.9956588,0.000002340779,0.0009059656,0.0006678694,0.000203108,0.00003232006,0.00005353753,0.000009865993,0.002466238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4778647,"threshold_uncertainty_score":0.220045,"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."}}