{"id":"W3093687734","doi":"10.1016/j.jvs.2020.08.060","title":"Evaluation of Hydrophilic Polymer Embolization From Endovascular Sheath Devices in an In Vitro Perfusion System","year":2020,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Embolization; Perfusion; Biomedical engineering; In vitro; Radiology","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":[0.002450421,0.0001404233,0.0006790509,0.0004215071,0.00001715533,0.00001681115,0.00009438207,0.00006360641,0.00009998866],"category_scores_gemma":[0.0002020789,0.0001209985,0.0003660076,0.0004556508,0.0000165642,0.0003278707,0.00003042112,0.0001449176,0.000003809024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002698884,"about_ca_system_score_gemma":0.0002461614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001310093,"about_ca_topic_score_gemma":0.00001967986,"domain_scores_codex":[0.9965265,0.0006988532,0.0009002628,0.0002029462,0.001513204,0.0001582],"domain_scores_gemma":[0.9988636,0.00005547224,0.0003481492,0.0002300346,0.0003240907,0.0001786143],"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":[0.001538371,0.001400436,0.3838449,0.0009530833,0.0008504346,0.0008248164,0.002715994,0.01120918,0.51894,0.000009583948,0.00009224567,0.07762092],"study_design_scores_gemma":[0.004780921,0.0001937154,0.7851474,0.001570992,0.001648769,0.00003269025,0.001414275,0.1759663,0.02882777,0.00001938269,0.0001494889,0.0002482086],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927218,0.006224756,0.0002237052,0.000345144,0.0001386183,0.0002911131,0.000003088271,0.00001058237,0.00004121922],"genre_scores_gemma":[0.9992404,0.0001418605,0.00009400374,0.000235573,0.0002289719,0.000007267131,0.00003150487,0.00001982233,5.68601e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4901122,"threshold_uncertainty_score":0.4934176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03545532046609251,"score_gpt":0.269399811512132,"score_spread":0.2339444910460395,"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."}}