{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000477328,0.0005930428,0.0003316537,0.001008714,0.0004850941,0.0007598381,0.0005684377,0.00115559,0.002378114],"category_scores_gemma":[0.001198901,0.0002767829,0.0008105151,0.0004980213,0.0006816935,0.001416104,0.0008338991,0.001957494,0.001083877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002056839,"about_ca_system_score_gemma":0.0006423735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003724406,"about_ca_topic_score_gemma":0.0008428539,"domain_scores_codex":[0.9996196,0.00005718873,0.00004321145,0.00006026013,0.0001624856,0.00005715444],"domain_scores_gemma":[0.9995129,0.0001299139,0.0001271181,0.00008400999,0.00007313351,0.00007287202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.0008789728,0.0004748841,0.00917063,0.001192892,0.0001572965,0.01242036,0.0007727399,0.00108787,0.2440571,0.005644247,0.008815525,0.7153274],"study_design_scores_gemma":[0.0007633943,0.01005155,0.03969968,0.0009798845,0.0003637322,0.4875068,0.0009022648,0.01122528,0.2013432,0.008533137,0.2380776,0.000553378],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.232657,0.03469271,0.6952499,0.004403505,0.00198999,0.0008761269,0.0002813535,0.003142388,0.02670697],"genre_scores_gemma":[0.4579968,0.019915,0.503836,0.004187042,0.000644679,0.0005103429,0.0002848638,0.0003953369,0.01223001],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002378114,"threshold_uncertainty_score":0.007955551,"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."}}