{"id":"W2092813500","doi":"10.1542/peds.2009-2849","title":"Collision Type and Player Anticipation Affect Head Impact Severity Among Youth Ice Hockey Players","year":2010,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":197,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ontario Neurotrauma Foundation; National Operating Committee on Standards for Athletic Equipment","keywords":"Ice hockey; Collision; Medicine; Head (geology); Anticipation (artificial intelligence); Athletes; Physical medicine and rehabilitation; Poison control; Affect (linguistics); Physical therapy; Psychology; Medical emergency; Communication; Computer security; Computer science; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003208848,0.0003580099,0.0001957305,0.0004662075,0.0002082721,0.0004897859,0.0001949006,0.000357813,0.001793613],"category_scores_gemma":[0.0023646,0.0002391988,0.0002260415,0.0002103395,0.0002093918,0.0002807942,0.0003940244,0.0002318192,0.0002559576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001546787,"about_ca_system_score_gemma":0.0001857836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004059403,"about_ca_topic_score_gemma":0.008228444,"domain_scores_codex":[0.9997553,0.00004786559,0.0000246674,0.00004221345,0.00006662003,0.00006324625],"domain_scores_gemma":[0.9988995,0.000223935,0.0005320535,0.00002249993,0.0001190536,0.0002029504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001169267,0.00007729285,0.9972695,0.000009844909,0.00001594846,0.00006200772,0.000151609,0.00007900275,0.0007289181,0.000004651195,0.00003505508,0.001449271],"study_design_scores_gemma":[0.000001712946,0.0001545823,0.999182,0.000003206007,0.000006199232,0.0000853458,0.000318155,0.0001326258,0.0000767567,0.000004543871,0.00003326649,0.000001509177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997455,0.00002557278,0.00004942339,0.000006633114,0.000001616776,0.000004805885,0.00002481382,0.000001390034,0.0001401701],"genre_scores_gemma":[0.9996208,0.00003476462,0.0001069699,0.000005597161,0.000003534131,0.000006150182,0.0000598107,0.000001040614,0.0001612866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004059403,"threshold_uncertainty_score":0.008071542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06239977331043428,"score_gpt":0.3808440116910245,"score_spread":0.3184442383805902,"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."}}