{"id":"W3213759807","doi":"10.54434/candj.21","title":"Foundational Approaches to Concussion Management","year":2019,"lang":"en","type":"article","venue":"CAND Journal","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Concussion; Etiology; Traumatic brain injury; Everyday life; Psychology; Medicine; Injury prevention; Poison control; Psychiatry; Medical emergency; Epistemology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.006298309,0.001100119,0.000559086,0.00302788,0.003775252,0.005352826,0.003602896,0.002902511,0.008960555],"category_scores_gemma":[0.0115445,0.0003224921,0.0008508279,0.001196546,0.004568757,0.003034593,0.005812909,0.006646066,0.00302451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006604425,"about_ca_system_score_gemma":0.0232102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01017839,"about_ca_topic_score_gemma":0.02093161,"domain_scores_codex":[0.9971811,0.0009566206,0.0002637972,0.0002828426,0.0009905352,0.0003251517],"domain_scores_gemma":[0.9944836,0.000997124,0.0003409216,0.0003746079,0.002557791,0.001245912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001431014,0.0009034367,0.003426939,0.001612789,0.0001126565,0.0008062214,0.002587204,0.001909585,0.0004814044,0.1712172,0.07635037,0.7404491],"study_design_scores_gemma":[0.0001532914,0.0005591238,0.005584484,0.01320572,0.000133912,0.002190857,0.006183895,0.002418684,0.0007726884,0.3563009,0.6124086,0.00008778615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01349492,0.1210728,0.1184667,0.4748658,0.01612146,0.001487006,0.0003675214,0.0006549673,0.2534689],"genre_scores_gemma":[0.3052889,0.2798465,0.2854478,0.0541289,0.01839723,0.003070243,0.001425144,0.0003861446,0.05200896],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01017839,"threshold_uncertainty_score":0.04791862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2452877591788206,"score_gpt":0.3449088427807016,"score_spread":0.09962108360188096,"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."}}