{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01675083,0.000762259,0.0006981469,0.002681876,0.01187117,0.004824879,0.003435442,0.002408471,0.006285891],"category_scores_gemma":[0.02935784,0.0005857428,0.0005846025,0.00580998,0.004378851,0.002713052,0.005027043,0.004690755,0.0006648125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08000249,"about_ca_system_score_gemma":0.2408408,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9707001,"about_ca_topic_score_gemma":0.9788766,"domain_scores_codex":[0.9895164,0.002012123,0.0007271565,0.0006689284,0.00506756,0.002007856],"domain_scores_gemma":[0.9555901,0.002434263,0.0009697888,0.0009141101,0.02623677,0.01385508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005894909,0.001900715,0.09478162,0.001948701,0.0001531797,0.005583494,0.08096596,0.001281643,0.00220803,0.01678803,0.1454322,0.6483669],"study_design_scores_gemma":[0.00026228,0.0008626229,0.2030124,0.004390206,0.0001553628,0.003504628,0.1060464,0.001629398,0.001084459,0.00318736,0.6753017,0.0005631602],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3767478,0.06423409,0.009052764,0.3920321,0.008817617,0.002043288,0.002126344,0.0003452411,0.1446008],"genre_scores_gemma":[0.8334399,0.07545457,0.03634125,0.02880555,0.001019179,0.0003309491,0.001474944,0.000428613,0.02270495],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08000249,"threshold_uncertainty_score":0.5804614,"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."}}