{"id":"W7038536098","doi":"","title":"INJURY RISK TO THE UPPER EXTREMITY RESULTING FROM BEHIND SHIELD BLUNT TRAUMA","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Homicide, Infanticide, and Child Abuse","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Projectile; Shields; Shield; Stiffness; Face shield; Fracture (geology); Poison control; Deformation (meteorology); Instrumentation (computer programming)","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005317038,0.0003822654,0.0004142856,0.0002069611,0.001527471,0.0002585055,0.001299035,0.0005574321,0.02985718],"category_scores_gemma":[0.0002840272,0.0003560193,0.0003075012,0.0007321786,0.0001261157,0.0002630055,0.0001392141,0.0008730646,0.0008039848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002617478,"about_ca_system_score_gemma":0.0002267594,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05585482,"about_ca_topic_score_gemma":0.3921694,"domain_scores_codex":[0.9971181,0.0005227742,0.0003440659,0.0007473949,0.0006314319,0.0006361976],"domain_scores_gemma":[0.9982671,0.0004490906,0.0003525358,0.0005281192,0.0001278856,0.0002752409],"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":[0.000745106,0.00008568382,0.04171689,0.00003345058,0.0003443904,0.0001104806,0.2702193,0.00004673653,0.00007032157,0.001386627,0.01971278,0.6655282],"study_design_scores_gemma":[0.0004050113,0.0000353933,0.04361499,0.0002608135,0.0003124565,1.361291e-7,0.216894,0.0000238062,0.0002427987,0.000240332,0.7373918,0.0005784883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5330006,0.00007228932,0.00002562355,0.0004966369,0.001288616,0.0004909971,0.0003168806,0.0001973325,0.4641109],"genre_scores_gemma":[0.1739233,0.0004192807,0.0002076049,0.0003534818,0.001301942,0.000003294896,0.0003209103,0.00008265677,0.8233875],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.717679,"threshold_uncertainty_score":0.999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01603300228844068,"score_gpt":0.2506208705005789,"score_spread":0.2345878682121382,"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."}}