{"id":"W4306158242","doi":"10.1111/jocs.17020","title":"Current status of perioperative temporary mechanical circulatory support during cardiac surgery","year":2022,"lang":"en","type":"article","venue":"Journal of Cardiac Surgery","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Heart, Lung, and Blood Institute; Edwards Lifesciences; Daiichi Sankyo Europe; American Heart Association","keywords":"Medicine; Perioperative; Bypass grafting; Cardiac surgery; Artery; Surgery","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":[0.003593788,0.0003986809,0.00220489,0.0007435826,0.0001722173,0.00004052892,0.0002671265,0.000120469,0.000765744],"category_scores_gemma":[0.0003016071,0.0004157898,0.002455279,0.0006352597,0.00006140986,0.0005298025,0.0001754766,0.001059145,0.00001013967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005518469,"about_ca_system_score_gemma":0.001031479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007786568,"about_ca_topic_score_gemma":2.133128e-7,"domain_scores_codex":[0.9945163,0.0007300443,0.002061872,0.0003173645,0.001585781,0.0007886295],"domain_scores_gemma":[0.9967343,0.001155653,0.0007148338,0.0005100076,0.0002865792,0.0005986842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003381109,0.0003993508,0.863978,0.001728431,0.003810624,0.0008065268,0.001448484,0.007054776,0.05980104,0.0002003692,0.03937544,0.0210589],"study_design_scores_gemma":[0.0006053484,0.0002212065,0.2979398,0.0005088698,0.001100165,0.0007644987,0.004488907,0.000536018,0.08261338,0.0001157131,0.6084371,0.002668913],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683432,0.02030133,0.00004075093,0.00002459014,0.01028786,0.0002181843,0.0003124463,0.00009478136,0.0003768605],"genre_scores_gemma":[0.9978802,0.001226813,0.0000308499,0.00002889525,0.0006266309,0.00003592813,0.00004635818,0.0001102019,0.00001408104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5690617,"threshold_uncertainty_score":0.9998294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232771621588885,"score_gpt":0.2414918351005246,"score_spread":0.2191641188846358,"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."}}