{"id":"W2898942026","doi":"10.3389/fneur.2018.00872","title":"Pros and Cons of 19 Sport-Related Concussion Educational Resources in Canada: Avenues for Better Care and Prevention","year":2018,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; St. Michael's Hospital; University of Toronto; Public Health Ontario","funders":"Canadian Institutes of Health Research; Ontario Neurotrauma Foundation; Public Health Agency; Public Health Agency of Canada","keywords":"cons; Concussion; Psychology; Medicine; Injury prevention; Poison control; Medical emergency; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.005614877,0.0002635887,0.0004830136,0.002926327,0.00739344,0.004547232,0.001621969,0.0008647495,0.006287554],"category_scores_gemma":[0.02679794,0.0003367869,0.0005005701,0.005269936,0.002319518,0.001894048,0.003157972,0.001119238,0.0003458074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03811951,"about_ca_system_score_gemma":0.1793421,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9721381,"about_ca_topic_score_gemma":0.9828129,"domain_scores_codex":[0.9925288,0.00139384,0.0005880532,0.0003506316,0.003970427,0.001168324],"domain_scores_gemma":[0.9785977,0.004966085,0.003334396,0.0003888664,0.008342727,0.004370253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004159249,0.0005751813,0.6007038,0.002458369,0.0001045294,0.0007447844,0.03393894,0.0003606507,0.0007333327,0.00270235,0.01805805,0.339204],"study_design_scores_gemma":[0.0000546491,0.0002211244,0.8796562,0.002262088,0.0001140483,0.0002358364,0.08236464,0.0006736332,0.0003811505,0.0005169046,0.0334302,0.00008953989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9039566,0.006721915,0.0006131894,0.02891123,0.000146613,0.0007153705,0.003241261,0.0001021774,0.05559154],"genre_scores_gemma":[0.9862484,0.00443402,0.002216395,0.001901544,0.00002607408,0.0001559499,0.0007672091,0.0000245875,0.004225797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03811951,"threshold_uncertainty_score":0.2765777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639165098272354,"score_gpt":0.294134005165699,"score_spread":0.2777423541829755,"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."}}