{"id":"W3134401744","doi":"10.21203/rs.3.rs-271852/v1","title":"Developing Brain-Strain-Based Scaling to Inform the Clinical Relevance of Mouse Models of Concussion Induced by Rotation","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Concussion; Traumatic brain injury; Human brain; Genetically modified mouse; Neuroscience; Medicine; Poison control; Physical medicine and rehabilitation; Injury prevention; Transgene; Biology; Gene; Psychiatry; Genetics; Medical emergency","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006445579,0.000706683,0.0003971582,0.0006696721,0.0001937096,0.0007833078,0.001227253,0.0008624948,0.003764559],"category_scores_gemma":[0.002701959,0.0003368428,0.0008510351,0.000304167,0.0003481433,0.0005086879,0.0006994774,0.0008240631,0.0005259469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004076056,"about_ca_system_score_gemma":0.0007579738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004389391,"about_ca_topic_score_gemma":0.004560759,"domain_scores_codex":[0.9998611,0.00003970566,0.00001444982,0.00002296128,0.00003944122,0.00002230715],"domain_scores_gemma":[0.9993209,0.0003010888,0.0001537894,0.0000547022,0.0001158705,0.00005361286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002873822,0.0001998014,0.01175893,0.0004237123,0.0001519749,0.0002486976,0.000144949,0.9107969,0.04580374,0.00932831,0.003963061,0.01689252],"study_design_scores_gemma":[0.00006377919,0.0002210976,0.003526065,0.00007406888,0.00007318543,0.00005862494,0.00005924601,0.978885,0.009804283,0.003236582,0.003957101,0.00004103232],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6540133,0.001363585,0.3116097,0.001360903,0.0005183649,0.0005896575,0.007303873,0.002867887,0.02037264],"genre_scores_gemma":[0.8511273,0.0008838046,0.1393006,0.0003830509,0.00005578565,0.001083952,0.003527093,0.0008133227,0.002825134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004389391,"threshold_uncertainty_score":0.01259375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.342752027383563,"score_gpt":0.5164708724199301,"score_spread":0.1737188450363671,"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."}}