{"id":"W4384923926","doi":"10.1111/aor.14617","title":"Predicting outcomes following short‐term ventricular assist device implant with the <scp>MELD‐XI</scp> score","year":2023,"lang":"en","type":"article","venue":"Artificial Organs","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stollery Children's Hospital; University of Alberta","funders":"","keywords":"Medicine; Ventricular assist device; Receiver operating characteristic; Cardiogenic shock; Implant; Internal medicine; Continuous flow; Retrospective cohort study; Surgery; Cardiology; Heart failure","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":[0.000924036,0.0002152123,0.0002213465,0.001004602,0.0001572726,0.0005849763,0.0002574197,0.0002356925,0.001029802],"category_scores_gemma":[0.003218853,0.0001033766,0.0003131939,0.0006960532,0.0002416195,0.0004133996,0.0004219355,0.0003566386,0.0002137648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001819565,"about_ca_system_score_gemma":0.0002447053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000640926,"about_ca_topic_score_gemma":0.0009239061,"domain_scores_codex":[0.9995949,0.0000975472,0.00008220544,0.00006039148,0.0001056668,0.0000593324],"domain_scores_gemma":[0.9967848,0.0007333588,0.001704309,0.000056219,0.0003248728,0.0003964325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004589013,0.000006594239,0.9989662,0.00000750247,0.00001141739,0.00003552072,0.00001099415,0.00001551972,0.00003150685,0.000004012682,0.00003370393,0.000831187],"study_design_scores_gemma":[0.000003725199,0.0001083962,0.9989715,0.00001752469,0.0000253818,0.0004105787,0.00007862498,0.0002091446,0.00007835663,0.00001579127,0.00007880875,0.000002235963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989184,0.0004856069,0.00008755475,0.00003834717,0.000006030772,0.000005610152,0.0001922918,0.000002514714,0.0002636705],"genre_scores_gemma":[0.9994915,0.0001496516,0.00007288984,0.000009199523,0.00001026453,0.000003999211,0.000227828,7.947472e-7,0.00003391594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001029802,"threshold_uncertainty_score":0.004886806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246736060764793,"score_gpt":0.2381252961049046,"score_spread":0.2134516900284253,"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."}}