{"id":"W3206802906","doi":"10.1007/s11845-021-02798-7","title":"Video analysis of potential concussions in elite male Hurling: are players being assessed according to league guidelines?","year":2021,"lang":"en","type":"article","venue":"Irish Journal of Medical Science (1971 -)","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"University College Cork","keywords":"Concussion; Athletes; Medicine; League; Football; Physical therapy; Injury prevention; Poison control; Psychology; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001318077,0.0002182754,0.0001847819,0.001827657,0.0002780784,0.0006138734,0.0003214626,0.0003078514,0.001076364],"category_scores_gemma":[0.00808649,0.000104119,0.0001232997,0.0006586874,0.0002315111,0.0003684261,0.000393629,0.0001995319,0.0002531699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004220639,"about_ca_system_score_gemma":0.000549019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01406717,"about_ca_topic_score_gemma":0.03667247,"domain_scores_codex":[0.9992751,0.0002348042,0.00008822591,0.00008605174,0.0002220079,0.00009373597],"domain_scores_gemma":[0.9961266,0.0007935861,0.001540381,0.00007824526,0.001185437,0.0002757116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000291964,0.0001129001,0.9625145,0.0001617021,0.000034479,0.0002948365,0.001350196,0.0001290618,0.00237596,0.00003288284,0.0005107328,0.03219091],"study_design_scores_gemma":[0.000005428582,0.0002562169,0.9954255,0.00008137234,0.00001745094,0.000339547,0.002293406,0.0006304399,0.0004738329,0.00001647271,0.0004530853,0.000007229524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967975,0.0003076433,0.0006445546,0.0001052394,0.00001377626,0.0001176575,0.000248565,0.00001414207,0.001750903],"genre_scores_gemma":[0.9974281,0.0004038563,0.001305815,0.0000431786,0.00001708463,0.00005963826,0.0002845899,0.000002961787,0.0004546398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01406717,"threshold_uncertainty_score":0.02797061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.193103818383156,"score_gpt":0.4792812285656993,"score_spread":0.2861774101825432,"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."}}