{"id":"W3174382065","doi":"10.1080/02699052.2021.1972142","title":"Trends in match concussion incidence and return-to-play time in male professional Rugby Union: A 16-season prospective cohort study","year":2021,"lang":"en","type":"article","venue":"Brain Injury","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Concussion; Incidence (geometry); Medicine; Injury prevention; Poison control; Demography; Physical therapy; Cohort; Match play; Prospective cohort study; Emergency medicine; Surgery; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00244729,0.0002838572,0.0006777507,0.0006667727,0.00009872446,0.00005030529,0.0001862146,0.0002085582,0.002414837],"category_scores_gemma":[0.001189123,0.0002422998,0.0000562506,0.00194448,0.0001368296,0.0001961863,0.0003793243,0.0008703738,0.0001161956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005774123,"about_ca_system_score_gemma":0.0004764072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001806519,"about_ca_topic_score_gemma":0.0005488808,"domain_scores_codex":[0.9961466,0.0008134948,0.0006098782,0.0008843701,0.0009905831,0.0005550857],"domain_scores_gemma":[0.9982922,0.0004984479,0.00008942487,0.0006001095,0.0001883409,0.0003314855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001065661,0.001010043,0.953136,0.00007470307,0.00004480909,0.0007237371,0.003316412,5.698021e-7,0.007207007,0.00007486049,0.02244059,0.01090565],"study_design_scores_gemma":[0.003039527,0.0009110003,0.9900852,0.0008261048,0.00001962406,0.0002210167,0.002206668,0.0001414844,0.001463974,0.0002040198,0.0006245011,0.0002568794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817998,0.0001019999,0.000008107329,0.009922687,0.0001464231,0.002109208,0.00003436691,0.0000566119,0.0058208],"genre_scores_gemma":[0.9600732,0.000006991445,0.0004892077,0.0007276847,0.0001036687,0.0004644966,0.00006777215,0.00004459847,0.03802243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03694924,"threshold_uncertainty_score":0.9984971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285701488202727,"score_gpt":0.3571148442449863,"score_spread":0.334257829362959,"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."}}