{"id":"W2030093396","doi":"10.1016/j.sleep.2013.07.009","title":"Screening for sleep dysfunction after traumatic brain injury","year":2013,"lang":"en","type":"review","venue":"Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"Canadian Institutes of Health Research","keywords":"Traumatic brain injury; Irritability; Medicine; Psychiatry; Sleep (system call); Population; Sleep deprivation; Sleep disorder; Mood; Mood disorders; Poison control; Clinical psychology; Psychology; Cognition; Anxiety; Medical emergency","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001099795,0.001409368,0.003229036,0.005236265,0.0002848105,0.0007641096,0.001048434,0.001370626,0.002890171],"category_scores_gemma":[0.004622112,0.0004122352,0.0018882,0.002900157,0.0004488681,0.001084811,0.0007729362,0.001133579,0.0005367599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007281236,"about_ca_system_score_gemma":0.002232846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006131728,"about_ca_topic_score_gemma":0.01245212,"domain_scores_codex":[0.9994836,0.00009431627,0.0001642256,0.0000936155,0.0001251171,0.00003921004],"domain_scores_gemma":[0.9980416,0.001241792,0.0003271809,0.00002530546,0.0003018694,0.00006221691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002051765,0.00006045642,0.001581067,0.05497256,0.00088457,0.0002091418,0.00003233901,0.0001486228,0.0002954896,0.0001906282,0.01367893,0.9277411],"study_design_scores_gemma":[0.0008391674,0.001556083,0.05558881,0.3278506,0.02748835,0.00988419,0.0008146158,0.0008522247,0.002006518,0.002944829,0.5698649,0.0003097613],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001233148,0.9993548,0.0000397859,0.0001330354,0.0001297794,0.000006213812,0.0000279018,0.000002866547,0.0001822587],"genre_scores_gemma":[0.001838115,0.9972383,0.0001681157,0.0003265141,0.0002198902,0.0000136818,0.00005799943,9.227545e-7,0.0001365117],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006131728,"threshold_uncertainty_score":0.01219207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0970816616468849,"score_gpt":0.3996529054307387,"score_spread":0.3025712437838538,"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."}}