{"id":"W3214741651","doi":"10.1002/tsm2.296","title":"Complexity of concussion management in youth ice hockey: Context matters","year":2021,"lang":"en","type":"article","venue":"Translational Sports Medicine","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; Institute of Population and Public Health; Spinal Cord Injury BC; Canadian Physiotherapy Association; University of British Columbia; Hotchkiss Brain Institute; Alberta Children's Hospital; University of Calgary","funders":"Institute of Neurosciences, Mental Health and Addiction; Alberta Children's Hospital Foundation; Hotchkiss Brain Institute","keywords":"Concussion; Ice hockey; Thematic analysis; Context (archaeology); Psychology; Youth sports; Applied psychology; Athletes; Injury prevention; Qualitative research; Clinical psychology; Medicine; Poison control; Physical therapy; Physical medicine and rehabilitation; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005247787,0.0001437041,0.0004838057,0.0002214601,0.00003026102,0.000002514313,0.00007475822,0.00008772309,0.00393855],"category_scores_gemma":[0.00003043804,0.0001150278,0.00006733591,0.000458608,0.0004229513,0.00005387868,0.00001716608,0.0002936831,0.00001035693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004502222,"about_ca_system_score_gemma":0.0001121323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001725472,"about_ca_topic_score_gemma":0.00005375317,"domain_scores_codex":[0.9976868,0.00005592415,0.0006530099,0.0002835633,0.00108947,0.0002312475],"domain_scores_gemma":[0.9992149,0.0001047456,0.00009364255,0.0002832411,0.0001553329,0.0001481246],"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":[0.007531881,0.00338505,0.3303884,0.005453515,0.001221433,0.005353725,0.05787235,0.0001534961,0.01168281,0.1240116,0.01589847,0.4370473],"study_design_scores_gemma":[0.00814395,0.0001268304,0.9781122,0.001834043,0.0001589717,0.0000776165,0.004981839,0.0002374882,0.0009520451,0.002368188,0.002865048,0.0001418262],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8294448,0.001385122,0.002521048,0.1222852,0.0003212563,0.001319559,0.00009071727,0.00007209667,0.04256026],"genre_scores_gemma":[0.9944147,0.00007751249,0.00198627,0.00219341,0.00007881494,0.000008392816,0.0004890186,0.00001818889,0.0007336502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6477237,"threshold_uncertainty_score":0.996972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1221069770607404,"score_gpt":0.3547552226834622,"score_spread":0.2326482456227218,"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."}}