{"id":"W6923527103","doi":"10.14288/1.0395879","title":"Improving and standardizing concussion education and care : a Canadian experience","year":2021,"lang":"en","type":"article","venue":"Open Collections","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Concussion; Traumatic brain injury; Injury prevention; Poison control; Suicide prevention; Occupational safety and health; Human factors and ergonomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00007761053,0.00005044797,0.000101454,0.0000627492,0.001354687,0.0005879733,0.00003772655,0.00003664178,0.0003694098],"category_scores_gemma":[0.0002676179,0.00004795404,0.000009882035,0.0004202141,0.00004816029,0.0001201145,0.0000762554,0.0001037727,8.351495e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002449442,"about_ca_system_score_gemma":0.003400738,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.219574,"about_ca_topic_score_gemma":0.2181748,"domain_scores_codex":[0.9994566,0.00003418894,0.00008680551,0.0001893278,0.0000972857,0.0001358331],"domain_scores_gemma":[0.999338,0.0000393525,0.00001510034,0.0001396012,0.0002107691,0.0002572084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002231583,0.0002258049,0.01933596,0.000620032,0.0001300559,0.0001390884,0.06884874,0.000001451561,0.01802565,0.0007285957,0.2235308,0.6681907],"study_design_scores_gemma":[0.004451831,0.0006528811,0.04509629,0.001131603,0.0001520063,0.002384155,0.4496526,0.0007855681,0.01476589,0.0004084366,0.4799538,0.0005649225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3777597,0.002082387,0.0002604022,0.003914262,0.0004145698,0.001729324,0.00007932235,0.000038055,0.613722],"genre_scores_gemma":[0.9245307,0.0000447862,0.004531949,0.0002253251,0.00004552708,0.0001617581,0.00001558028,0.00001147329,0.07043292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6676257,"threshold_uncertainty_score":0.9999454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04050025387572131,"score_gpt":0.3626869363833117,"score_spread":0.3221866825075904,"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."}}