{"id":"W2919010284","doi":"10.3390/mps2010023","title":"An Evidence-Based Objective Study Protocol for Evaluating Cardiovascular and Cerebrovascular Indices Following Concussion: The Neary Protocol","year":2019,"lang":"en","type":"article","venue":"Methods and Protocols","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Canadian Institutes of Health Research; Saskatchewan Health Research Foundation","keywords":"Protocol (science); Concussion; Medicine; Computer science; Emergency medicine; Injury prevention; Poison control; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02483298,0.0003765032,0.0009657246,0.0001509013,0.0005088847,0.0003122531,0.0003081291,0.0001727601,0.0001041133],"category_scores_gemma":[0.001759578,0.0002144165,0.000421274,0.0003881008,0.0001661095,0.0004182538,0.0001490198,0.000513733,0.000003749087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007318635,"about_ca_system_score_gemma":0.0005778919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000749094,"about_ca_topic_score_gemma":0.000002284652,"domain_scores_codex":[0.9918034,0.004928397,0.0006411634,0.0009453865,0.001176068,0.0005056032],"domain_scores_gemma":[0.9954508,0.0024544,0.0002155292,0.00131986,0.0003073685,0.0002520451],"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":[0.009504836,0.001167613,0.3138851,0.01066104,0.0023326,0.00001852619,0.005151838,0.00008622635,0.009059083,0.00006426123,0.00007455654,0.6479943],"study_design_scores_gemma":[0.1629917,0.1112167,0.5068647,0.0190449,0.002060126,0.0001732644,0.0130961,0.05674382,0.04056755,0.002533986,0.0823639,0.002343169],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01375847,0.00001325214,0.007175818,0.0001846864,0.00001959698,0.9786167,0.000002378812,0.00007830574,0.0001508225],"genre_scores_gemma":[0.002312449,5.747079e-8,0.1301651,0.0001475448,0.0001227194,0.8671313,0.000001129301,0.00005819678,0.00006144482],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.6456512,"threshold_uncertainty_score":0.8743649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3070408163176659,"score_gpt":0.586778466622155,"score_spread":0.2797376503044892,"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."}}