{"id":"W3015025237","doi":"10.1007/s10439-020-02504-1","title":"A Novel Testing Device to Assess the Effect of Neck Strength on Risk of Concussion","year":2020,"lang":"en","type":"article","venue":"Annals of Biomedical Engineering","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Concussion; Neck injury; Physical medicine and rehabilitation; Medicine; Computer science; Poison control; Injury prevention; Environmental health","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":[0.001022531,0.0008966227,0.0006444919,0.0009834442,0.0001848605,0.0004466563,0.001096934,0.001032681,0.002002193],"category_scores_gemma":[0.002350617,0.0003424032,0.0004070307,0.0004149974,0.0002600716,0.0005768223,0.0004874055,0.0004639078,0.0004540847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001586008,"about_ca_system_score_gemma":0.000466447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006265992,"about_ca_topic_score_gemma":0.001049035,"domain_scores_codex":[0.9991761,0.0001877236,0.00007202492,0.000168251,0.0003524906,0.00004341003],"domain_scores_gemma":[0.9981863,0.0008882899,0.0002232131,0.000106047,0.0004860581,0.0001100972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005011732,0.002695043,0.06792067,0.001127703,0.0003197442,0.0004694329,0.0002690405,0.001642636,0.7060047,0.0005134169,0.003918427,0.2101075],"study_design_scores_gemma":[0.002824011,0.07914355,0.4306142,0.0004949152,0.002389576,0.008760458,0.0005829416,0.07199758,0.3876531,0.001375755,0.01363346,0.0005305709],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.832871,0.004025419,0.1489589,0.001191766,0.002068014,0.001409853,0.002901612,0.00134324,0.005230221],"genre_scores_gemma":[0.9031619,0.001491263,0.08559604,0.001588935,0.0006693031,0.001343905,0.0008920051,0.00008348157,0.005173069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002002193,"threshold_uncertainty_score":0.006697953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1569772687570671,"score_gpt":0.3826131974662417,"score_spread":0.2256359287091746,"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."}}