{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004596199,0.0002945991,0.0003493622,0.0001113028,0.0003407186,0.0001544879,0.0003884156,0.0001218875,0.00003034623],"category_scores_gemma":[0.0001519866,0.0002034887,0.0001731123,0.0008790945,0.00003238993,0.0001993375,0.00008397077,0.0003206191,0.0003178401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006677135,"about_ca_system_score_gemma":0.00003922976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002271759,"about_ca_topic_score_gemma":0.0003274508,"domain_scores_codex":[0.9980241,0.00005130126,0.000400728,0.0003461505,0.0005213815,0.0006563565],"domain_scores_gemma":[0.9988527,0.0004170052,0.00005245984,0.0004673711,0.00003725817,0.0001731976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001165844,0.00002290573,0.9874711,0.00007055204,0.000332137,0.0008950699,0.0007862647,0.002592117,0.005657239,0.0003543859,0.0008180579,0.0009990308],"study_design_scores_gemma":[0.0003479609,0.00009745655,0.9399862,0.0001610553,0.000575484,0.00009893278,0.003554037,0.01635434,0.03166814,0.0002200521,0.006516131,0.0004202427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959819,0.00008974889,0.001045166,0.0001830526,0.0007688274,0.0003481619,0.00002250778,0.001129598,0.0004310223],"genre_scores_gemma":[0.9993756,0.000001239818,0.00003854717,0.0001563544,0.0001899608,0.00004292138,0.00004009276,0.00009477861,0.00006046636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04748491,"threshold_uncertainty_score":0.8298029,"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."}}