{"id":"W4323351069","doi":"10.1016/j.ijcard.2023.03.013","title":"Unplanned readmissions after Impella mechanical circulatory support","year":2023,"lang":"en","type":"article","venue":"International Journal of Cardiology","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Health; Saskatchewan Health Authority; Western University; London Health Sciences Centre","funders":"","keywords":"Medicine; Impella; Incidence (geometry); Internal medicine; Circulatory system; Heart failure; Anemia; Emergency medicine; Ventricular assist device","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":[0.0005340033,0.0003641116,0.0006440986,0.0006978398,0.001357324,0.001086988,0.0005864766,0.0006868911,0.006544744],"category_scores_gemma":[0.007141727,0.0001848274,0.001313487,0.0006996725,0.0002133157,0.0007734132,0.0008781374,0.002634347,0.0004627641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009424907,"about_ca_system_score_gemma":0.001354959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004308674,"about_ca_topic_score_gemma":0.008639557,"domain_scores_codex":[0.9983025,0.0002796174,0.0002822367,0.0001904121,0.0003367059,0.00060849],"domain_scores_gemma":[0.9932621,0.001250827,0.002774625,0.0002819067,0.0008640636,0.001566524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000663742,0.0002669447,0.9756145,0.0002473676,0.0003715798,0.002974474,0.0005335044,0.0002954814,0.0001796299,0.0003050588,0.003707824,0.01483997],"study_design_scores_gemma":[0.00003247103,0.000596144,0.9896381,0.0003027099,0.0002228568,0.003373971,0.002119221,0.0008234259,0.0001770646,0.0006297508,0.00203077,0.00005356448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832166,0.002398597,0.0005446632,0.001705345,0.0004383493,0.00007019551,0.002724482,0.00007480857,0.008826924],"genre_scores_gemma":[0.996564,0.0004141165,0.0001357048,0.0005657949,0.0001992499,0.00003237702,0.001317768,0.00001354279,0.0007575094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006544744,"threshold_uncertainty_score":0.02189434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800144686406888,"score_gpt":0.2709433780686493,"score_spread":0.2529419312045804,"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."}}