{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001113932,0.0002035784,0.0006470048,0.0004055765,0.0002149835,0.00001674585,0.00007297712,0.0001100899,0.0002443829],"category_scores_gemma":[0.0001408252,0.0002285587,0.0004303616,0.0005116359,0.00003436856,0.0002801724,0.0001939649,0.0003236938,0.000003105514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005761092,"about_ca_system_score_gemma":0.0003782123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009148843,"about_ca_topic_score_gemma":0.000009242396,"domain_scores_codex":[0.9977599,0.0004098867,0.0004745276,0.0004220212,0.0006325025,0.0003011879],"domain_scores_gemma":[0.9988152,0.0004788484,0.0001675771,0.0003478033,0.00009520767,0.00009531571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01731917,0.0005157946,0.6768727,0.0001663504,0.0001976068,0.001639802,0.0009472372,0.01016971,0.1909908,0.00004203971,0.005720795,0.09541796],"study_design_scores_gemma":[0.003144121,0.0004353633,0.9523078,0.0002366156,0.0003176292,0.0003199895,0.001238116,0.02263466,0.007940877,0.0001346351,0.01043878,0.000851459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953396,0.0007072311,0.00008078895,0.0002570201,0.0008636979,0.0007382164,0.00005844292,0.0001450579,0.001809952],"genre_scores_gemma":[0.9973674,0.0003130878,0.0008007325,0.00008821354,0.0002148609,0.0001719706,0.0009236667,0.00004259073,0.00007752124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2754351,"threshold_uncertainty_score":0.9320353,"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."}}