{"id":"W2978962435","doi":"10.1212/01.wnl.0000580836.31693.fa","title":"Validation of a Concussion Assessment Tool","year":2019,"lang":"en","type":"article","venue":"Neurology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Excellence Research Chairs, Government of Canada","keywords":"Concussion; Neurocognitive; Medicine; Physical therapy; Checklist; Physical medicine and rehabilitation; Test (biology); Poison control; Traumatic brain injury; Injury prevention; Cognition; Psychology; Psychiatry; Emergency medicine","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":[0.01788922,0.00062529,0.0005450857,0.001592502,0.0008682515,0.001091229,0.001537662,0.001271391,0.002329028],"category_scores_gemma":[0.03406865,0.0004573831,0.001434954,0.0007610469,0.0006515417,0.001085096,0.001518607,0.00118433,0.001393521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000846162,"about_ca_system_score_gemma":0.003239224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002903321,"about_ca_topic_score_gemma":0.005820628,"domain_scores_codex":[0.9891896,0.003708742,0.001943828,0.0007547796,0.003901785,0.0005012784],"domain_scores_gemma":[0.9767557,0.008100457,0.002061266,0.001361965,0.01084387,0.0008766392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001523528,0.004987456,0.8729826,0.0003497545,0.0002518452,0.0002311211,0.002323064,0.0006869096,0.004440069,0.0005706821,0.003614419,0.1080386],"study_design_scores_gemma":[0.0005402095,0.005967138,0.9761025,0.0003050914,0.0001386354,0.0005837287,0.001253625,0.004135691,0.003214083,0.0003307441,0.007373128,0.00005531222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744757,0.000328632,0.008281581,0.0004560541,0.0002217451,0.008004396,0.001950191,0.0001231101,0.006158663],"genre_scores_gemma":[0.9382308,0.0003289474,0.0436652,0.0004568657,0.0001321672,0.01107153,0.003829063,0.00005120265,0.002234081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01788922,"threshold_uncertainty_score":0.09460837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0454094007491614,"score_gpt":0.3746939284054079,"score_spread":0.3292845276562466,"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."}}