{"id":"W4397047682","doi":"","title":"Physiological Vibration Acceleration (Phybrata) Sensor Assessment of Multi-System Physiological Impairments and Sensory Reweighting Following Concussion","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Concussion; Acceleration; Sensory system; Physical medicine and rehabilitation; Vibration; Computer science; Neuroscience; Medicine; Psychology; Acoustics; Physics; Poison control; Medical emergency; Injury prevention","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001459606,0.000310022,0.0009500091,0.0002035173,0.0009338035,0.0001219138,0.0006231756,0.0002652863,0.001043867],"category_scores_gemma":[0.0003881824,0.0002284984,0.0001583458,0.0004917505,0.00007972092,0.001717913,0.0006270328,0.0008062482,0.00001410201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001657624,"about_ca_system_score_gemma":0.0003430166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001388273,"about_ca_topic_score_gemma":0.000005484037,"domain_scores_codex":[0.9953137,0.001407683,0.001626333,0.0005284924,0.0006516479,0.000472113],"domain_scores_gemma":[0.9966925,0.0006159908,0.001680948,0.0002417454,0.0003578819,0.0004109494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003629849,0.0001471389,0.555275,0.0009098871,0.0000604352,0.00001161518,0.0004827414,0.0003227074,0.4387366,0.0000709608,0.002277722,0.001342138],"study_design_scores_gemma":[0.001444127,0.00008791124,0.9647769,0.0008437486,0.00003790178,0.000001887088,0.0008152571,0.02775801,0.003707881,0.00007065838,0.0002061739,0.00024952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950852,0.0007795639,0.001277539,0.000348875,0.0005517756,0.001346611,0.0000870904,0.00006602478,0.0004573037],"genre_scores_gemma":[0.9948328,0.0008368401,0.00249743,0.001133691,0.0004544488,0.00008468126,0.00009491144,0.00002819548,0.0000370344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4350288,"threshold_uncertainty_score":0.9998693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5399345604291016,"score_gpt":0.6453175176096927,"score_spread":0.1053829571805911,"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."}}