{"id":"W4221081933","doi":"10.1016/j.ajo.2022.03.023","title":"Computational Modeling of Ophthalmic Procedures","year":2022,"lang":"en","type":"article","venue":"American Journal of Ophthalmology","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Altasciences (Canada)","funders":"National Eye Institute","keywords":"Retina; Retinal detachment; Retinal Tear; Ophthalmology; Retinal pigment epithelium; Retinal; Multiphysics; Optometry; Computer science; Medicine; Finite element method; Physics; Neuroscience; Biology","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":[0.0004342017,0.0005772835,0.0007627466,0.0008473062,0.0006188759,0.001964773,0.0020259,0.001957765,0.007548566],"category_scores_gemma":[0.003440897,0.0009152627,0.001118011,0.0007659245,0.0008270063,0.0009294226,0.0009787295,0.0009635336,0.0008736811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570009,"about_ca_system_score_gemma":0.002000522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04271377,"about_ca_topic_score_gemma":0.02778253,"domain_scores_codex":[0.9996035,0.0001352561,0.00001828507,0.00006139471,0.0001072117,0.00007444668],"domain_scores_gemma":[0.9987767,0.00073791,0.0001238143,0.00008634183,0.0001913832,0.00008386473],"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":[0.00001433086,0.00002267989,0.0005905696,0.00001583393,0.00001096916,0.0000590858,0.00002184914,0.9872672,0.0001016564,0.007688565,0.0007546419,0.003452637],"study_design_scores_gemma":[0.000002874107,0.000003551141,0.0001482737,0.000004353224,0.000002869047,0.00001366029,0.00001104658,0.9967791,0.00004064745,0.002547863,0.0004427031,0.000003004299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2568806,0.002158965,0.625155,0.006168466,0.000612207,0.0002745555,0.003819047,0.001120785,0.1038105],"genre_scores_gemma":[0.954236,0.0008113132,0.02781642,0.0002780227,0.0001646174,0.0001765894,0.0008007989,0.0001453613,0.01557075],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04271377,"threshold_uncertainty_score":0.0849303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02377337750413436,"score_gpt":0.3084058884485954,"score_spread":0.284632510944461,"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."}}