{"id":"W3080232608","doi":"10.3390/brainsci10090593","title":"Concussion Office Based Rehabilitation Assessment: A Novel Clinical Tool for Concussion Assessment and Management","year":2020,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Concussion; Cobra; Medicine; Rehabilitation; Physical medicine and rehabilitation; Physical therapy; Poison control; Injury prevention; Medical emergency; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.004919845,0.0001466292,0.0003326028,0.0001204445,0.0002823586,0.0001162563,0.0002080051,0.00009289699,0.0001016642],"category_scores_gemma":[0.001888137,0.000101635,0.0001047793,0.0004870995,0.0006934585,0.0001946608,0.0001139933,0.0002144075,0.000007534597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007318148,"about_ca_system_score_gemma":0.0004713317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004031851,"about_ca_topic_score_gemma":0.000001484807,"domain_scores_codex":[0.9972824,0.0002192697,0.0005801016,0.0006813767,0.0009202003,0.0003166619],"domain_scores_gemma":[0.9952935,0.003942564,0.0001452735,0.0002231824,0.0001280681,0.0002673972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003282243,0.002564382,0.3174018,0.005409394,0.0002773275,0.00003941383,0.001672796,0.0001959041,0.03748756,0.1135056,0.112487,0.4056766],"study_design_scores_gemma":[0.0078914,0.005795251,0.7931072,0.0004005155,0.00006442609,0.000005259671,0.001643622,0.1641443,0.0000999866,0.000279592,0.02633248,0.0002359576],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5258965,0.0000414459,0.1907711,0.2713335,0.000312079,0.005037214,0.00004675152,0.0001670055,0.006394371],"genre_scores_gemma":[0.6596658,0.000008181893,0.3341208,0.005769081,0.0001031584,0.0001520491,0.00001842551,0.00001179384,0.0001507457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4757055,"threshold_uncertainty_score":0.4144554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1794093332425998,"score_gpt":0.4932326564576175,"score_spread":0.3138233232150177,"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."}}