{"id":"W3014904830","doi":"10.1016/j.healun.2020.01.326","title":"Current Discharge Practices in Pediatric VAD Patients: A Survey of the ACTION Collaborative","year":2020,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital; Hospital for Sick Children","funders":"","keywords":"Medicine; Ventricular assist device; Sick child; Hospital discharge; Continuous flow; Quality management; Emergency medicine; Medical emergency; Heart failure; Pediatrics; Intensive care medicine; 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":[0.003021226,0.0001644353,0.0004231715,0.002211449,0.001142413,0.001720374,0.0008560344,0.000931426,0.002206028],"category_scores_gemma":[0.01484996,0.0002538929,0.0004884313,0.004055168,0.0005064998,0.001530518,0.00201791,0.0009143305,0.0003258401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002735453,"about_ca_system_score_gemma":0.004944602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03194791,"about_ca_topic_score_gemma":0.04874046,"domain_scores_codex":[0.9955987,0.0009905576,0.0009655715,0.0005662175,0.001247717,0.0006311891],"domain_scores_gemma":[0.9799232,0.003960516,0.008602259,0.0006112714,0.003149806,0.003752929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002626433,0.00005944542,0.9832969,0.00005836973,0.00003437462,0.0001061502,0.003057045,0.00004292003,0.00008765662,0.00018584,0.002158218,0.01088684],"study_design_scores_gemma":[0.000005195344,0.00007794975,0.9838843,0.000143569,0.00001309145,0.0003296761,0.01088871,0.0001039394,0.00004461234,0.00003980194,0.004460212,0.000009040445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878474,0.002293609,0.0002091492,0.003186567,0.00004378365,0.00004497284,0.002653508,0.00002066917,0.003700332],"genre_scores_gemma":[0.9927018,0.00321583,0.0004972368,0.001060252,0.00003276481,0.00007566869,0.001829658,0.00001569108,0.000571107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03194791,"threshold_uncertainty_score":0.06352389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0344860994128061,"score_gpt":0.2893501331323716,"score_spread":0.2548640337195655,"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."}}