{"id":"W4393128172","doi":"10.1016/j.cjco.2023.12.018","title":"Total Arch Replacement Operative Techniques","year":2024,"lang":"en","type":"article","venue":"CJC Open","topic":"Aortic Disease and Treatment Approaches","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Arch; Medicine; Dissection (medical); tar (computing); Aneurysm; Surgery; Aortic dissection; Aortic arch; Aorta; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001305561,0.00008759308,0.0001656358,0.00003652394,0.00004041787,0.0001170399,0.0000787579,0.00002726047,0.0006507721],"category_scores_gemma":[0.00001181094,0.00005981147,0.00004472313,0.00009056796,0.00003222224,0.0001266977,0.0001538153,0.00006780349,0.0002080804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005654253,"about_ca_system_score_gemma":0.0001341071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006732811,"about_ca_topic_score_gemma":0.00000215414,"domain_scores_codex":[0.9994076,0.00001915045,0.0001066187,0.0002381352,0.0001120018,0.0001165158],"domain_scores_gemma":[0.9996626,0.00001774365,0.000008609961,0.0002089543,0.00001869841,0.00008336068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001867507,0.002724899,0.02779206,0.0006832373,0.003516148,0.0042324,0.006971011,0.000001723648,0.00588663,0.07760781,0.1584785,0.710238],"study_design_scores_gemma":[0.009075871,0.009522395,0.04798153,0.0044846,0.003456103,0.001295238,0.006731653,0.004337822,0.3975879,0.007322916,0.5063584,0.001845655],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3495734,0.001414023,0.0005468162,0.003996306,0.0001196098,0.00263498,0.00002127732,0.0003238535,0.6413697],"genre_scores_gemma":[0.951865,0.00002533869,0.002724167,0.0002261478,0.00009685088,0.0003250179,0.00006553967,0.00001612378,0.04465581],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7083924,"threshold_uncertainty_score":0.7125499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04375590105068838,"score_gpt":0.384520612688628,"score_spread":0.3407647116379396,"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."}}