{"id":"W4380053289","doi":"10.33590/emjintcardiol/10308791","title":"What’s New in Transradial Access","year":2023,"lang":"en","type":"article","venue":"EMJ Interventional Cardiology","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Merit Medical Systems","keywords":"Medicine; Session (web analytics); Conventional PCI; Percutaneous coronary intervention; Radial artery; Medical physics; Surgery; Artery; Computer science; Cardiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001630866,0.00006759128,0.0002066105,0.0001793668,0.00002427266,0.00002358343,0.0001217891,0.00006813189,0.0003528935],"category_scores_gemma":[0.00004350489,0.00006427312,0.0003651995,0.0002872717,0.00002953611,0.0001187406,0.00004637541,0.0001286981,0.0002905073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003296693,"about_ca_system_score_gemma":0.00008633923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004241859,"about_ca_topic_score_gemma":0.00006512143,"domain_scores_codex":[0.999297,0.00004444064,0.0002008766,0.0001951048,0.0001007053,0.0001618484],"domain_scores_gemma":[0.9996886,0.00002866553,0.00002103846,0.0001551245,0.00003542378,0.00007116967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007691691,0.000467736,0.1451083,0.0005019559,0.001796112,0.001650569,0.0008311611,0.003869284,0.001370243,0.08315019,0.6994075,0.0610779],"study_design_scores_gemma":[0.001359952,0.0001644883,0.9491795,0.0001353488,0.00004503895,0.001326961,0.0001004286,0.0001828552,0.00004567188,0.01237008,0.03499527,0.00009435372],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9285573,0.004727331,0.006077824,0.04837341,0.002976347,0.0007454294,0.00002074569,0.0002869434,0.008234711],"genre_scores_gemma":[0.9942806,0.0001563727,0.00004451969,0.0003972531,0.0005815285,0.00006909876,0.0001798489,0.00001129749,0.004279456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8040713,"threshold_uncertainty_score":0.3863936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08874261801146685,"score_gpt":0.3981558977480238,"score_spread":0.309413279736557,"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."}}