{"id":"W4235038073","doi":"10.1016/j.athoracsur.2007.04.064","title":"Invited commentary","year":2007,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Percutaneous; Traction (geology); First line; Heel; Intensive care medicine; Surgery; Internal medicine; Mechanical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002009916,0.0003702911,0.0007684915,0.0003498996,0.00004872618,0.00002458853,0.0005711945,0.0005877037,0.0002433924],"category_scores_gemma":[0.0000901137,0.0002886359,0.0004876553,0.0003894427,0.00009661366,0.00009915792,0.00008206675,0.001427253,0.00005615275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001907952,"about_ca_system_score_gemma":0.000008356888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002979721,"about_ca_topic_score_gemma":0.00000299696,"domain_scores_codex":[0.9976488,0.00021758,0.0007543788,0.0002278635,0.0005769999,0.0005744298],"domain_scores_gemma":[0.9966084,0.002013985,0.0002220795,0.0009878959,0.00009039831,0.00007722963],"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":[0.0000105008,0.000008211734,0.0002317462,0.0006600721,0.0002618121,0.0001858233,0.00002390573,0.00003911299,0.00003071123,3.31226e-7,0.9886571,0.009890709],"study_design_scores_gemma":[0.000008575676,0.000005259665,0.00008368449,0.0002521519,0.00006361942,0.00001582224,0.00001740861,0.0002050236,0.009460237,0.000245221,0.9893109,0.0003320892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02178091,0.00368214,0.0001196324,0.9719976,0.001395074,0.0002230443,0.000103154,0.0003302684,0.0003682318],"genre_scores_gemma":[0.01163963,0.000160182,0.00002523446,0.9856725,0.001924208,0.00001409199,0.0004091267,0.0001224008,0.00003256754],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01367502,"threshold_uncertainty_score":0.9999566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1293626397844317,"score_gpt":0.3433261180008739,"score_spread":0.2139634782164423,"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."}}