{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00796369,0.001571571,0.002808287,0.001508305,0.009154225,0.01029771,0.0045664,0.1322243,0.02187842],"category_scores_gemma":[0.05866972,0.001406364,0.002937157,0.001115561,0.004201374,0.004102085,0.004382328,0.0739057,0.01806752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0100759,"about_ca_system_score_gemma":0.01244751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0121185,"about_ca_topic_score_gemma":0.01958449,"domain_scores_codex":[0.9894068,0.002482843,0.000774003,0.001454503,0.003608642,0.002273213],"domain_scores_gemma":[0.9793092,0.01079104,0.001301565,0.0005881887,0.004550353,0.003459594],"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":[0.00001298045,0.000004959266,0.00007877417,0.00002467094,0.000006957709,0.0003271273,0.00006840195,0.00001293645,0.0000229851,0.0007949183,0.9972931,0.001352276],"study_design_scores_gemma":[0.00006976663,0.00002365933,0.0004453547,0.0003400613,0.00004423266,0.0005771074,0.0003682382,0.0001055178,0.0001099518,0.003029764,0.9948422,0.0000442319],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001444341,0.001152628,0.00004582643,0.9277875,0.06507538,0.00001862514,0.00004552907,0.00002387204,0.005706085],"genre_scores_gemma":[0.0008773552,0.0003813564,0.00003706716,0.9619828,0.02604961,0.00003092658,0.00001780774,0.00001885543,0.01060433],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1322243,"threshold_uncertainty_score":0.07319063,"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."}}