{"id":"W4280544611","doi":"10.1177/15910199221100628","title":"Safety and effectiveness of vascular closure devices in interventional radiological procedures","year":2022,"lang":"en","type":"article","venue":"Interventional Neuroradiology","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Vascular closure device; Interventional radiology; Radiological weapon; Hematoma; Perioperative; Neuroradiology; Retrospective cohort study; Radiology; Interventional pain management; Surgery; Neurology; Hemostasis; Anesthesia; Pain management","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":[0.0007139453,0.0001261859,0.000407702,0.0002018141,0.00009089417,0.000004539018,0.0001528961,0.000058876,0.0003903096],"category_scores_gemma":[0.0002153266,0.0001162858,0.0003680207,0.0002204657,0.0001530242,0.00003918809,0.000205815,0.0003118747,0.000002287123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000596548,"about_ca_system_score_gemma":0.00008048716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002678685,"about_ca_topic_score_gemma":0.00001445089,"domain_scores_codex":[0.9981599,0.0006531346,0.0004635172,0.0003666743,0.0001921728,0.0001645543],"domain_scores_gemma":[0.9993895,0.000187157,0.0001237273,0.0001680447,0.00007583589,0.00005567812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002249688,0.002349107,0.9190865,0.001601885,0.0005298597,0.00008088232,0.0000756258,0.001286908,0.003954923,0.06793875,0.0002848381,0.000561092],"study_design_scores_gemma":[0.001898442,0.001625018,0.988511,0.0001556325,0.00005332303,0.002570551,0.00004935718,0.000218446,0.0000471061,0.003296252,0.001482254,0.0000926608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946993,0.003169433,0.0007432367,0.0006023943,0.0001139015,0.0004252132,0.00004231327,0.00002349575,0.0001807159],"genre_scores_gemma":[0.9992267,0.00004476313,0.0001456951,0.0001701258,0.00003200121,0.0001804174,0.0001471649,0.00001221404,0.00004088251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06942451,"threshold_uncertainty_score":0.4741996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696647732729219,"score_gpt":0.2927549787158873,"score_spread":0.2757885013885952,"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."}}