{"id":"W3207488428","doi":"10.3390/life11101104","title":"The Pupillary Light Reflex as a Biomarker of Concussion","year":2021,"lang":"en","type":"article","venue":"Life","topic":"Migraine and Headache Studies","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pupillary light reflex; Concussion; Pupillometry; Reflex; Medicine; Pupillary response; Biomarker; Pupil; Pupil size; Head injury; Traumatic brain injury; Pupillary reflex; Audiology; Poison control; Internal medicine; Psychology; Injury prevention; Surgery; Neuroscience; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001264907,0.0004060929,0.0005306107,0.002126797,0.000359601,0.0008195829,0.0002975792,0.000461803,0.002651682],"category_scores_gemma":[0.002653848,0.0001731906,0.0003541766,0.0010765,0.0004149339,0.0006639226,0.0006260492,0.0005822328,0.0005152942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003029226,"about_ca_system_score_gemma":0.0003105868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570253,"about_ca_topic_score_gemma":0.001941777,"domain_scores_codex":[0.9990139,0.0002759112,0.0002156065,0.0001501847,0.0002427294,0.0001017015],"domain_scores_gemma":[0.9978437,0.0004966147,0.001048041,0.0000788318,0.0004129818,0.000119652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001168318,0.0001455191,0.9377303,0.0008357291,0.0002107341,0.001370086,0.000481484,0.0001631514,0.01299392,0.0002044056,0.001012149,0.04368425],"study_design_scores_gemma":[0.00001378636,0.0006702429,0.9905856,0.000138369,0.00009588657,0.003141396,0.000468455,0.0001853876,0.002629128,0.0001042311,0.001949387,0.00001807417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647956,0.0224814,0.00286425,0.0003736682,0.00009756024,0.0002209947,0.001093984,0.00009622317,0.007976236],"genre_scores_gemma":[0.9915059,0.003806186,0.002214093,0.0001504444,0.00009176402,0.0001161096,0.0004929247,0.00001944152,0.001603134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002651682,"threshold_uncertainty_score":0.00887078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03142009972528529,"score_gpt":0.3342481477133986,"score_spread":0.3028280479881132,"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."}}