{"id":"W7028221496","doi":"","title":"The dynamic response characteristics of traumatic brain injury","year":2016,"lang":"en","type":"article","venue":"Research Repository UCD (University College Dublin)","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Traumatic brain injury; Poison control; Injury prevention; Anthropometry; Occupational safety and health; Human factors and ergonomics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001440255,0.0001264436,0.0001913893,0.0002938035,0.0009709283,0.0002736483,0.001430837,0.00008897486,0.000005702076],"category_scores_gemma":[0.0007069137,0.00007439963,0.0001145963,0.001066134,0.0004941587,0.001942439,0.0005525514,0.0001973762,0.00004140185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003234674,"about_ca_system_score_gemma":0.0004722823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005761522,"about_ca_topic_score_gemma":0.00004392168,"domain_scores_codex":[0.997355,0.0008502845,0.0002266835,0.000325827,0.0007661912,0.0004759456],"domain_scores_gemma":[0.9962145,0.001916931,0.000136387,0.000816385,0.0006534238,0.0002623842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00111728,0.0001436048,0.000009099725,0.00002620688,0.00005233555,0.0005235922,0.0008154604,1.983577e-7,0.1682467,0.8047725,0.01218745,0.01210563],"study_design_scores_gemma":[0.007167418,0.007136059,0.2410492,0.001640142,0.00005157539,0.0007984655,0.009404632,0.1482439,0.0477417,0.01234848,0.5221152,0.002303153],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859497,0.00003692756,0.001978292,0.008885735,0.0001829635,0.0002712481,0.00007247957,0.00006722767,0.002555428],"genre_scores_gemma":[0.9138642,0.00001990456,0.0001794078,0.00002214834,0.00002317961,0.000001022895,8.328379e-7,0.000006672535,0.08588262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.792424,"threshold_uncertainty_score":0.7467694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1268839685838935,"score_gpt":0.3276004384937145,"score_spread":0.200716469909821,"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."}}