{"id":"W4321164844","doi":"10.1007/s11845-023-03307-8","title":"Characteristics of potential concussive events in elite hurling: a video-analysis study","year":2023,"lang":"en","type":"article","venue":"Irish Journal of Medical Science (1971 -)","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of British Columbia","funders":"","keywords":"Concussion; Elite; Medicine; Physical medicine and rehabilitation; Psychology; Poison control; Injury prevention; 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":[0.0003589318,0.0001690801,0.0002158592,0.001957901,0.0003193865,0.0004163647,0.0002434526,0.0002940303,0.001505088],"category_scores_gemma":[0.001727248,0.0001148889,0.0001722327,0.001113256,0.0001625371,0.0002412036,0.000383046,0.0001721833,0.0002997609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003586691,"about_ca_system_score_gemma":0.0003177892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01870649,"about_ca_topic_score_gemma":0.03162539,"domain_scores_codex":[0.9997314,0.00005048232,0.00003038668,0.00005025325,0.000074519,0.00006298074],"domain_scores_gemma":[0.9990139,0.0001518522,0.000415782,0.00002837717,0.0002318629,0.0001582573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001552359,0.00009590528,0.9909793,0.00003999216,0.00002299395,0.0002729769,0.001008722,0.00005064023,0.0007532414,0.00001273449,0.0001419298,0.006466403],"study_design_scores_gemma":[0.00000136423,0.000100201,0.9982804,0.000005243514,0.000006017891,0.0002043345,0.001102461,0.0001056869,0.00006962476,0.000002986508,0.0001191365,0.000002617619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992855,0.00003336796,0.00009791689,0.000006702537,0.00000119003,0.00002412912,0.0001993504,0.000002104875,0.0003497183],"genre_scores_gemma":[0.9987491,0.00006692787,0.0001929733,0.000007945354,0.000004289423,0.00002559716,0.0005062618,0.000001679374,0.0004451385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01870649,"threshold_uncertainty_score":0.03719521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1254841305421862,"score_gpt":0.4483865228161225,"score_spread":0.3229023922739363,"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."}}