{"id":"W2079072795","doi":"10.1159/000128541","title":"Chemically Fixed Human Umbilical Cord Vein Grafts as Arterial Substitutes: Potential and Limits","year":2008,"lang":"en","type":"article","venue":"European Surgical Research","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; Université Laval; Hôpital Saint-François d'Assise","funders":"","keywords":"Umbilical vein; Umbilical cord; Vein; Surgery; Saphenous veins; Fixation (population genetics); Medicine; Biomedical engineering; Anatomy; Biology; In vitro","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":[0.0008378522,0.0001544648,0.000270327,0.0001217098,0.0005099203,0.00006815113,0.0002476234,0.00007890493,0.0005379384],"category_scores_gemma":[0.0004983658,0.0001313475,0.0001420746,0.0003274252,0.0006292354,0.00005679185,0.0002379907,0.0006735602,0.0007773957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003704452,"about_ca_system_score_gemma":0.0001318072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002676297,"about_ca_topic_score_gemma":0.000002334048,"domain_scores_codex":[0.9973518,0.0003855568,0.0003149628,0.0005460984,0.0008733791,0.0005281583],"domain_scores_gemma":[0.9984332,0.0001353358,0.00002880163,0.0004886181,0.0003230503,0.0005909931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005017576,0.00303833,0.004427477,0.000223371,0.0003037662,0.01986734,0.0005859352,0.000001959752,0.8944582,0.01643663,0.04185342,0.01378597],"study_design_scores_gemma":[0.01289416,0.003138526,0.6478127,0.0003153219,0.0000903878,0.02376256,0.0001061534,0.0001844873,0.01002767,0.0007594713,0.3001376,0.0007710084],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9443511,0.0003039626,0.00003132594,0.001649522,0.0000418806,0.0003536405,0.000003694083,0.00009212562,0.05317271],"genre_scores_gemma":[0.994692,0.0003275453,0.0001671474,0.0001180699,0.0007115103,0.00001874923,0.00005392444,0.00004173189,0.00386931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8844305,"threshold_uncertainty_score":0.9992109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1160141777318383,"score_gpt":0.3911559590898162,"score_spread":0.275141781357978,"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."}}