{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005735494,0.0001426693,0.0003691071,0.0003344869,0.0000176118,0.0000210193,0.0004740503,0.0001743967,0.0004940705],"category_scores_gemma":[0.0001567905,0.0001282956,0.0003098738,0.0001426028,0.00003127166,0.0001343485,0.00007471933,0.0003258109,0.0004066917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009823804,"about_ca_system_score_gemma":0.00008026158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.521235e-7,"about_ca_topic_score_gemma":6.511906e-7,"domain_scores_codex":[0.9984703,0.00007319207,0.0005986658,0.0001376738,0.0004653088,0.0002548402],"domain_scores_gemma":[0.9991071,0.000147176,0.0001058523,0.0001745256,0.000248323,0.0002170232],"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":[0.001279376,0.0001247651,0.1661438,0.0002435249,0.01404661,0.05072057,0.00089008,0.1494277,0.1973878,0.01655678,0.3688295,0.03434948],"study_design_scores_gemma":[0.002978836,0.0004554274,0.1587881,0.0001923944,0.0003373444,0.01243211,0.0003249484,0.01036943,0.008911227,0.01710809,0.7869921,0.001110066],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709384,0.0003632982,0.007456748,0.000893701,0.01230661,0.0001281245,0.00007523124,0.0003427421,0.007495148],"genre_scores_gemma":[0.9983696,0.00006951437,0.000117482,0.0001960797,0.001120069,0.000005917495,0.00001790791,0.00003117579,0.00007220264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4181626,"threshold_uncertainty_score":0.5409725,"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."}}