{"id":"W4297965169","doi":"10.1177/02676591221130173","title":"Platelet preservation in cardiac surgery using minimally invasive extracorporeal circulation versus optimized cardiopulmonary bypass","year":2022,"lang":"en","type":"article","venue":"Perfusion","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Cardiopulmonary bypass; Extracorporeal circulation; Platelet; Blood product; Intensive care unit; Thromboelastometry; Extracorporeal; Anesthesia; Artery; Cardiac surgery; Cardiology; Surgery; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005723761,0.000166842,0.0003382191,0.0003453684,0.0001246668,0.000428664,0.0001416791,0.0002193356,0.0005065661],"category_scores_gemma":[0.001997836,0.00006826482,0.0001726224,0.0003859615,0.0003072705,0.0001779631,0.0002847589,0.0002933015,0.00003917213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002376299,"about_ca_system_score_gemma":0.0002803571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001709579,"about_ca_topic_score_gemma":0.0001946226,"domain_scores_codex":[0.9996779,0.00009743508,0.00005045888,0.00005937463,0.00006510774,0.00004988295],"domain_scores_gemma":[0.9990552,0.00035582,0.0003503976,0.00003904357,0.0000497205,0.0001498445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009479245,0.0002439284,0.9130498,0.0002621152,0.0003316821,0.001922314,0.0001642027,0.000839078,0.008280097,0.0003404145,0.0002456799,0.06484142],"study_design_scores_gemma":[0.0002805607,0.007752182,0.9781607,0.0000756189,0.0002471945,0.008398388,0.0002566022,0.001097784,0.002548717,0.00030027,0.0008687138,0.00001321027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972978,0.002302638,0.0001521707,0.00003037719,0.000006174526,0.000007606823,0.00001730031,0.000001562531,0.0001843506],"genre_scores_gemma":[0.9992633,0.0004635455,0.000150369,0.00002676936,0.00002020719,0.000007981288,0.00005135604,6.920591e-7,0.00001573388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005723761,"threshold_uncertainty_score":0.003027081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04196714310652868,"score_gpt":0.2745160054052722,"score_spread":0.2325488622987435,"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."}}