{"id":"W4391029690","doi":"10.1111/ctr.15232","title":"A pragmatic tool to screen for pre‐transplant cognitive impairment among potential candidates for liver transplant","year":2024,"lang":"en","type":"article","venue":"Clinical Transplantation","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Aging","keywords":"Montreal Cognitive Assessment; Medicine; Cognitive impairment; Dementia; Neurocognitive; Internal medicine; Gold standard (test); Population; Cohort; Cognition; Observational study; Psychiatry; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007631748,0.0003517362,0.0006005473,0.0002528951,0.0001444107,0.00007506046,0.0001040573,0.0002584543,0.00008201577],"category_scores_gemma":[0.0006670522,0.0003067066,0.0006895987,0.0002063225,0.0001802937,0.0001892187,0.000005514945,0.0003155374,0.00006041507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006082657,"about_ca_system_score_gemma":0.0002259745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006062653,"about_ca_topic_score_gemma":0.0001295279,"domain_scores_codex":[0.9973634,0.0001188648,0.0009343598,0.0007448202,0.000327123,0.0005114081],"domain_scores_gemma":[0.9956259,0.002191832,0.0000762524,0.0001500768,0.00167751,0.0002784614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.369471,0.008060438,0.1558685,0.08516284,0.01900828,0.007041464,0.07016535,0.0004897337,0.04268015,0.007595724,0.05379299,0.1806635],"study_design_scores_gemma":[0.05158905,0.02706932,0.717991,0.03728169,0.03038656,0.001248244,0.003717702,0.09134017,0.02970132,0.001744152,0.00461921,0.003311606],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5631695,0.0001812808,0.4218861,0.001332422,0.0006142165,0.006467814,0.006030438,0.0001772914,0.0001409325],"genre_scores_gemma":[0.9817842,0.0004385944,0.00379239,0.005555189,0.0004096616,0.001233504,0.00644571,0.00008824805,0.0002525615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5621225,"threshold_uncertainty_score":0.9999385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0247372916901763,"score_gpt":0.3598697564845995,"score_spread":0.3351324647944232,"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."}}