{"id":"W4239981333","doi":"10.1016/j.athoracsur.2007.07.099","title":"Invited commentary","year":2007,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Infectious Aortic and Vascular Conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine","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":[0.00159693,0.0002468303,0.0007205561,0.0004322825,0.000120013,0.00001221619,0.000137197,0.0004398782,0.0003144197],"category_scores_gemma":[0.0002268652,0.0001691075,0.0008751553,0.0003655703,0.0002375245,0.00004194408,0.0000592075,0.001250796,0.00005034052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001985725,"about_ca_system_score_gemma":0.00004354732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001877138,"about_ca_topic_score_gemma":0.000003390842,"domain_scores_codex":[0.9980951,0.0002387563,0.0005447221,0.000208535,0.0004939095,0.0004189746],"domain_scores_gemma":[0.99722,0.001284999,0.0003255133,0.0008422232,0.0002631579,0.00006408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006359428,0.00006180112,0.001339977,0.0003423673,0.000636843,0.0003833269,0.00004229372,3.179539e-7,0.00001849045,7.893764e-7,0.9910977,0.006012454],"study_design_scores_gemma":[0.00003814173,0.00003638034,0.001081787,0.0005058942,0.000425882,0.0002022165,0.00002559935,0.00000526915,0.002697561,0.0001806769,0.9946226,0.00017792],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02206314,0.001030151,0.0001057663,0.9750609,0.000479151,0.0002991528,0.00006181868,0.00006824471,0.0008316358],"genre_scores_gemma":[0.004505728,0.000484684,0.00002574988,0.9902268,0.00300375,0.00001783768,0.001270103,0.00005543223,0.0004098879],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01755741,"threshold_uncertainty_score":0.6896006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1458283552137295,"score_gpt":0.402126463454266,"score_spread":0.2562981082405365,"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."}}