{"id":"W3093173451","doi":"10.1038/s41598-021-87085-2","title":"A new open-access platform for measuring and sharing mTBI data","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Royal Bank of Canada","funders":"National Institute of Neurological Disorders and Stroke; Pac-12 Conference; Office of Naval Research; Center for Clinical and Translational Research; National Institutes of Health","keywords":"Concussion; Mouthguard; Wearable computer; False positive paradox; Football; Informatics; Support vector machine; Poison control; Data sharing","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":["metaresearch","scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.003656174,0.001366189,0.001318776,0.002730681,0.0008668189,0.002942434,0.003777523,0.001297972,0.01442515],"category_scores_gemma":[0.01292034,0.0006844625,0.0009281721,0.002922645,0.0006660161,0.005718815,0.007634041,0.002195904,0.01147604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015807,"about_ca_system_score_gemma":0.002315929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006058156,"about_ca_topic_score_gemma":0.005059523,"domain_scores_codex":[0.9965229,0.0003858712,0.0004365896,0.0009823631,0.001327837,0.0003444881],"domain_scores_gemma":[0.9922149,0.001043839,0.0006532891,0.003248411,0.001751619,0.001088028],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00653488,0.001071492,0.0396448,0.001265675,0.000810626,0.001300914,0.001136293,0.00961532,0.0356675,0.01366913,0.4881657,0.4011176],"study_design_scores_gemma":[0.001287552,0.001346326,0.09436642,0.0005809682,0.0005318254,0.00137885,0.001048932,0.2044253,0.0550562,0.05057932,0.5885658,0.0008325602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05434177,0.001510559,0.3847992,0.003747739,0.002183647,0.002468461,0.1719927,0.3614266,0.01752935],"genre_scores_gemma":[0.3577668,0.001346016,0.2506959,0.002872958,0.001125546,0.004035667,0.3554097,0.01215413,0.01459323],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9970576,"threshold_uncertainty_score":0.04825693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5120542762884023,"score_gpt":0.4780009248923177,"score_spread":0.03405335139608456,"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."}}