{"id":"W3019500972","doi":"","title":"Exploring the Relationship Between Neck Strength, Anthropometry, and Symptom Scores on Concussion Risk and Recovery in University Athletes","year":2019,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Medical Society for Sports Medicine; National Collegiate Athletic Association; McMaster University","keywords":"Athletes; Concussion; Anthropometry; Physical therapy; Medicine; Physical medicine and rehabilitation; Psychology; Injury prevention; Internal medicine; Poison control; Medical emergency","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001530931,0.0002670464,0.0004181586,0.0004675731,0.0003838346,0.00003430386,0.0001302012,0.0002060957,0.0005432008],"category_scores_gemma":[0.0001598189,0.0002324169,0.000074698,0.0006195447,0.0001469385,0.000289951,0.0001077625,0.0006565527,0.00002060503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002497965,"about_ca_system_score_gemma":0.0001305441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008707828,"about_ca_topic_score_gemma":0.0003349374,"domain_scores_codex":[0.9986686,0.0001869462,0.0001839967,0.0005001777,0.0002204875,0.0002397853],"domain_scores_gemma":[0.9983181,0.001027166,0.0002065844,0.0002595657,0.00007077042,0.0001177885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004431524,0.00003752386,0.8241687,0.0003336443,0.0000974031,0.00001505873,0.002997202,0.000003093721,8.60961e-7,0.0006854669,0.0001510285,0.1710669],"study_design_scores_gemma":[0.001045109,0.0002727535,0.9005942,0.001152384,0.0003123566,0.000001584119,0.07387817,0.00000830667,0.00001398664,0.00004577311,0.02245581,0.0002195172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9470351,0.000347946,0.000004109986,0.000236509,0.0004468609,0.0004820823,0.00005018022,0.00003426695,0.05136293],"genre_scores_gemma":[0.8802089,0.003812613,0.00009743394,0.00003031335,0.0001119815,0.00000105008,0.0001662721,0.00002420626,0.1155472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1708474,"threshold_uncertainty_score":0.9477687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1120630560197759,"score_gpt":0.2893152417944229,"score_spread":0.177252185774647,"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."}}