{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000117269,0.00005510006,0.0001566587,0.00001508785,0.00008354288,0.000004365269,0.0000311144,0.00003793142,0.0002401444],"category_scores_gemma":[0.0005651938,0.0000288911,0.00007805022,0.0001211283,0.00004583536,0.00001138851,0.00005535189,0.00006524644,0.00005324728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006383187,"about_ca_system_score_gemma":0.0001290873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001911762,"about_ca_topic_score_gemma":0.00002521838,"domain_scores_codex":[0.9994681,0.00003069437,0.0001542009,0.00009317419,0.0001482261,0.0001056422],"domain_scores_gemma":[0.9994997,0.00008782862,0.0000367388,0.0002136368,0.00009794741,0.00006415947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000185663,0.00007035652,0.005782703,0.0001047983,0.0002202682,0.00009001201,0.0009306015,1.089747e-8,0.06375678,0.002681918,0.9227967,0.003380182],"study_design_scores_gemma":[0.0004922923,0.00009278801,0.03540938,0.00009262384,0.00005597365,0.00003214654,0.001256143,0.000007591845,0.01916569,0.0002224031,0.9431283,0.00004467324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4186343,0.02968725,0.00000825394,0.102856,0.0001122856,0.0002001266,0.000004189686,0.00004428804,0.4484533],"genre_scores_gemma":[0.9445338,0.001590382,0.0001105704,0.00297386,0.0001758649,0.000005984509,0.000006537164,0.00000854356,0.05059444],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5258996,"threshold_uncertainty_score":0.2629413,"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."}}