{"id":"W4230457930","doi":"10.1016/j.athoracsur.2009.04.073","title":"Invited Commentary","year":2009,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal General Hospital; McGill University","funders":"","keywords":"Medicine; Ventricular fibrillation; Asystole; Cardiac surgery; Pulseless electrical activity; Ventricular tachycardia; Cardiology; Cardiac tamponade; Internal medicine; Cardiopulmonary resuscitation; Cardiogenic shock; Defibrillation; Resuscitation; Surgery; Myocardial infarction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007593261,0.001528456,0.002672873,0.001325709,0.009216648,0.01026362,0.004388524,0.1297283,0.0224012],"category_scores_gemma":[0.06000273,0.001330575,0.002840632,0.001016526,0.004026496,0.004275628,0.00442676,0.07226547,0.01772554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01014885,"about_ca_system_score_gemma":0.01182462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01419624,"about_ca_topic_score_gemma":0.02273924,"domain_scores_codex":[0.9895378,0.002349121,0.0008720892,0.001640854,0.003384799,0.002215303],"domain_scores_gemma":[0.9799279,0.01011791,0.001499362,0.0005893216,0.004288801,0.003576732],"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":[0.00001530808,0.000005362457,0.00009686629,0.00002864181,0.000007641886,0.0003923224,0.00007760197,0.00001411518,0.0000297882,0.0008283411,0.9970395,0.001464466],"study_design_scores_gemma":[0.00007518566,0.00002407243,0.0005311287,0.0003743129,0.00004351271,0.0006423321,0.0003774655,0.0001133917,0.000116101,0.003218267,0.9944349,0.00004941737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001445736,0.001131617,0.00004475309,0.9262441,0.06698988,0.0000177905,0.00004998432,0.00002177533,0.005355423],"genre_scores_gemma":[0.0009517768,0.0003692309,0.00003679861,0.9638999,0.02436041,0.00002741563,0.00001737459,0.00001727828,0.01031978],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1297283,"threshold_uncertainty_score":0.07493955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103308316956755,"score_gpt":0.3289964933756541,"score_spread":0.2186656616799785,"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."}}