{"id":"W4320855815","doi":"10.1097/ccm.0000000000005789","title":"Deep Learning–Based Recurrent Delirium Prediction in Critically Ill Patients","year":2023,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Delirium; Critically ill; Intensive care medicine; Critical illness","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002829257,0.0002875893,0.0005276738,0.0007020609,0.0001069033,0.0000108979,0.0001023461,0.0002064931,0.0006029947],"category_scores_gemma":[0.2024182,0.0002525512,0.0001210205,0.001009008,0.0006895473,0.00007208871,0.00005551184,0.0008489584,0.0002530425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002601952,"about_ca_system_score_gemma":0.0001058513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000231925,"about_ca_topic_score_gemma":0.00001862592,"domain_scores_codex":[0.997197,0.0001941188,0.0005518484,0.0005458544,0.000822032,0.0006891341],"domain_scores_gemma":[0.9521539,0.0008717692,0.00002824612,0.0002450146,0.04630702,0.0003940203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002620585,0.001147523,0.728623,0.005136411,0.00009820958,0.002377276,0.006182665,0.0001068884,0.001195125,0.001848254,0.103248,0.1474161],"study_design_scores_gemma":[0.01864524,0.01360429,0.7689193,0.005389771,0.0008326697,0.0000394432,0.1384263,0.02893395,0.0006117218,0.0008230968,0.02284908,0.0009251368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6489736,0.003524191,0.02565442,0.2463967,0.01029377,0.004133427,0.0001837067,0.002298429,0.05854174],"genre_scores_gemma":[0.9329941,0.0000284976,0.0001700771,0.0648452,0.0003189157,0.00008846901,0.001398864,0.00005859515,0.00009734162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2840204,"threshold_uncertainty_score":0.9999927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951186157210096,"score_gpt":0.3186257233166989,"score_spread":0.299113861744598,"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."}}