{"id":"W2135556693","doi":"10.1111/j.1540-8191.2012.01426.x","title":"Defying Death: Can New ECMO Technology Improve the Outcomes of Postcardiotomy Shock?","year":2012,"lang":"en","type":"letter","venue":"Journal of Cardiac Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital","funders":"","keywords":"Medicine; General hospital; Citation; Library science; Gerontology; General surgery; Computer science","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001565809,0.000523496,0.002542924,0.0007950698,0.00005044772,0.00004613157,0.0006183676,0.001176903,0.0000710028],"category_scores_gemma":[0.0003782606,0.0003680518,0.002441325,0.0003642343,0.00006346968,0.0001978948,0.00009949178,0.002894717,0.00001395438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002168912,"about_ca_system_score_gemma":0.0003890638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000240612,"about_ca_topic_score_gemma":0.000001077392,"domain_scores_codex":[0.9964037,0.0001902372,0.001534189,0.0002063379,0.000943245,0.0007223183],"domain_scores_gemma":[0.9961462,0.001623865,0.0009370779,0.0008326927,0.0002658825,0.0001942784],"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":[0.000007586664,0.000009612069,0.186908,0.0004087837,0.005211295,0.0003529537,0.00006860525,0.00009857088,0.0006620446,0.00002166811,0.789575,0.01667582],"study_design_scores_gemma":[0.0001284071,0.00002493196,0.01406173,0.0002614394,0.001709239,0.0005333657,0.00008922424,0.00001248712,0.004564987,0.0003976153,0.9774978,0.0007188417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4087444,0.1563438,0.00171407,0.3273603,0.09687126,0.002323036,0.0007576659,0.0009239491,0.004961488],"genre_scores_gemma":[0.9464406,0.0007328776,0.0004764933,0.03617679,0.01541301,0.00002659592,0.00003825493,0.0004347704,0.0002606604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5376961,"threshold_uncertainty_score":0.9998772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989750842743025,"score_gpt":0.2287232362153979,"score_spread":0.2088257277879677,"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."}}