{"id":"W3116867871","doi":"","title":"Artificial eye models: An opportunity to increase surgical training exposure in ophthalmology during and beyond the COVID-19 pandemic","year":2020,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Facial Trauma and Fracture Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ophthalmology; Likert scale; Coronavirus disease 2019 (COVID-19); Medical education; Psychology; Internal medicine; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001922022,0.000290216,0.0009325434,0.00012329,0.0001647947,0.00002391622,0.000297857,0.0004729842,0.0007386535],"category_scores_gemma":[0.003567151,0.0002201804,0.0001575993,0.0003093243,0.0005210583,0.0001004785,0.0003062174,0.001057077,0.00002343951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000618536,"about_ca_system_score_gemma":0.0003180559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001376095,"about_ca_topic_score_gemma":0.00001545483,"domain_scores_codex":[0.9962637,0.0009987092,0.001095652,0.0008628708,0.0002219009,0.0005571971],"domain_scores_gemma":[0.9960695,0.001038182,0.0001415938,0.0004376166,0.00004531514,0.002267787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00972428,0.001150567,0.9006546,0.0001736973,0.0001737128,0.06091097,0.005306126,0.001021463,0.0002488436,0.002427499,0.00022872,0.01797959],"study_design_scores_gemma":[0.01093898,0.01319156,0.8969843,0.00005254594,0.0004102165,0.04144499,0.005827442,0.005806552,0.00001663359,0.01453072,0.009556349,0.001239718],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676164,0.000119007,0.00006511698,0.02565989,0.000249174,0.000741853,0.00001683826,0.00006981942,0.005461845],"genre_scores_gemma":[0.9834889,0.00002536918,0.0002628199,0.0153789,0.0006011947,0.00005739364,0.0000399703,0.00003136525,0.0001141072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01946597,"threshold_uncertainty_score":0.8978698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3780286134277883,"score_gpt":0.4469159694393917,"score_spread":0.0688873560116034,"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."}}