{"id":"W4392573847","doi":"10.1016/j.yebeh.2024.109725","title":"Longitudinal point-of-care assessment of psychomotor vigilance in children in the epilepsy monitoring unit","year":2024,"lang":"en","type":"article","venue":"Epilepsy & Behavior","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Mental Health Research Canada; Hospital for Sick Children; University of Toronto","funders":"Canadian Institutes of Health Research; Hospital for Sick Children","keywords":"Vigilance (psychology); Psychomotor learning; Epilepsy; Ictal; Cognition; Medicine; Psychomotor vigilance task; Psychology; Medical emergency; Sleep deprivation; Psychiatry; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005489374,0.000267786,0.0005576176,0.0004543372,0.00004236814,0.00003444351,0.0003099402,0.0001226622,0.0001569738],"category_scores_gemma":[0.00004519572,0.0001904952,0.0002245307,0.0008700599,0.0001383441,0.0001411729,0.00006602906,0.0006972646,0.00002092829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002417361,"about_ca_system_score_gemma":0.0002840043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004475944,"about_ca_topic_score_gemma":0.00008989593,"domain_scores_codex":[0.9973916,0.0001680214,0.0006598451,0.0004826564,0.0007452139,0.0005526507],"domain_scores_gemma":[0.9988015,0.0001837131,0.00009299509,0.0006622818,0.0001106401,0.0001488831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001139578,0.001072886,0.9830436,0.0002145225,0.00006506139,0.000440327,0.0006990076,0.000003870233,0.001305317,0.0002593943,0.00005665229,0.01272545],"study_design_scores_gemma":[0.001661992,0.001151729,0.9926742,0.001388586,0.0001585311,0.00008173466,0.0006650232,0.00002062438,0.001938173,0.00002550095,0.00009248291,0.0001414406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928233,0.003625748,0.0000149807,0.0003835497,0.0002611567,0.00165401,0.00007063991,0.00003893641,0.001127671],"genre_scores_gemma":[0.997536,0.000485302,0.001009584,0.00001697791,0.0001879732,0.0005348382,0.00007471258,0.00003917203,0.0001154235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01258401,"threshold_uncertainty_score":0.7768168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03596223896455585,"score_gpt":0.3873949515120582,"score_spread":0.3514327125475023,"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."}}