{"id":"W3082421635","doi":"10.1097/iae.0000000000002938","title":"Shovel and Cut Technique: Beveled Vitrectomy Probes to Address Diabetic Tractional Retinal Detachments","year":2020,"lang":"en","type":"article","venue":"Retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Bevel; Shovel; Vitrectomy; Bevel gear; Biomedical engineering; Materials science; Computer science; Medicine; Ophthalmology; Engineering; Mechanical engineering","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":[0.0002294436,0.0001977454,0.000357081,0.00008199309,0.00007782166,0.00002687986,0.00007471377,0.00009690849,0.0002118359],"category_scores_gemma":[0.0002920327,0.000165883,0.0000988683,0.0002530139,0.00005899791,0.00006381803,0.00008212503,0.0002681265,0.00007073554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003903678,"about_ca_system_score_gemma":0.00007058382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001192142,"about_ca_topic_score_gemma":8.54612e-7,"domain_scores_codex":[0.9985883,0.00006032665,0.0002679937,0.0004121202,0.0003719158,0.0002994063],"domain_scores_gemma":[0.9991811,0.00007102211,0.00006787921,0.0001491953,0.00009647084,0.0004343349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002418462,0.0004985173,0.2108691,0.001216127,0.0002167672,0.0007540385,0.000866691,0.000002172353,0.7378426,0.0003555141,0.01774559,0.0272145],"study_design_scores_gemma":[0.002052216,0.001555795,0.3955393,0.001062694,0.0004043784,0.0009998129,0.0001969465,0.0002693493,0.4431522,0.000204762,0.1536988,0.0008636777],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822953,0.000212918,0.0008206196,0.01020304,0.00007839812,0.001079792,0.00001564001,0.0001600235,0.005134263],"genre_scores_gemma":[0.9928593,0.00004843491,0.003983782,0.001862378,0.000255908,0.0001846459,0.00003202479,0.00003221769,0.0007412864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2946903,"threshold_uncertainty_score":0.6764511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431922632878237,"score_gpt":0.2855106601441796,"score_spread":0.2611914338153972,"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."}}