{"id":"W3154874823","doi":"10.1097/mat.0000000000001420","title":"Early Improvement in Clinical Status Following Ventricular Assist Device Implantation in Children: A Marker for Survival","year":2021,"lang":"en","type":"article","venue":"ASAIO Journal","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital; University of Alberta","funders":"National Heart, Lung, and Blood Institute","keywords":"Ventricular assist device; Implant; Ambulatory; Cohort; Cardiomyopathy; Retrospective cohort study; Inotrope","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":[0.001406688,0.0001523254,0.0003336802,0.000124307,0.00004993699,0.0001067929,0.0001225833,0.0001245472,0.00006939952],"category_scores_gemma":[0.0001797428,0.0001578098,0.0002365289,0.0002763529,0.000005984198,0.0002319335,0.00002707368,0.0004934092,0.00001124589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001919947,"about_ca_system_score_gemma":0.0001134038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002768624,"about_ca_topic_score_gemma":0.0001793006,"domain_scores_codex":[0.9979965,0.0001272748,0.0008857822,0.0002228422,0.0002938647,0.0004737439],"domain_scores_gemma":[0.9993386,0.0001733018,0.0001002785,0.0001497465,0.00005307207,0.0001849463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001852664,0.000066241,0.9852871,0.00002414261,0.0001366738,0.0004115461,0.00003383507,0.0004882407,0.0003574732,0.00004478965,0.00003618157,0.01309521],"study_design_scores_gemma":[0.002080672,0.00005677352,0.9947351,0.00007328269,0.00004296511,0.00008657703,0.00007964846,0.001377942,0.0003970817,0.0002198654,0.0006567457,0.0001933724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941206,0.000655668,0.003807374,0.00002851636,0.001048024,0.0001783334,0.000012313,0.00002774532,0.0001214037],"genre_scores_gemma":[0.9986731,0.00002270479,0.0009211184,0.00008760018,0.0001979129,0.00001966154,0.00003386856,0.00003216086,0.00001191491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01290184,"threshold_uncertainty_score":0.6435297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841625669898691,"score_gpt":0.2848634318663426,"score_spread":0.2664471751673557,"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."}}