{"id":"W2756674423","doi":"10.1016/j.suc.2017.06.010","title":"Trauma Education and Prevention","year":2017,"lang":"en","type":"review","venue":"Surgical Clinics of North America","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"","keywords":"Medicine; Injury prevention; Suicide prevention; Poison control; Medical emergency; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001428993,0.0002681295,0.002093076,0.000108748,0.00008963141,0.00000805439,0.0001289314,0.0001623135,0.00007649756],"category_scores_gemma":[0.0002438646,0.0002000792,0.0007558721,0.0001327054,0.0002772861,0.00004091522,0.00007018467,0.0003336241,0.00003099736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002051142,"about_ca_system_score_gemma":0.000463266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002911429,"about_ca_topic_score_gemma":0.00001829854,"domain_scores_codex":[0.9982963,0.00008178947,0.000863511,0.0003652196,0.00021356,0.0001796368],"domain_scores_gemma":[0.9982821,0.0001821407,0.0007505958,0.0004794283,0.0001519954,0.0001537838],"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":[0.0000208713,0.0002052302,0.0006804969,0.007184359,0.0002045606,0.000009892468,0.00002243691,1.548701e-8,4.009735e-10,0.000009717085,0.0005923164,0.9910701],"study_design_scores_gemma":[0.0002349195,0.0003863905,0.003454163,0.004244592,0.001431721,0.000047137,0.00001617539,2.737882e-7,7.278061e-9,0.00003345092,0.9899836,0.0001676076],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004208389,0.9840779,0.000003293277,0.00004052269,0.0005505706,0.0004954505,0.00003955148,0.0000228578,0.01434905],"genre_scores_gemma":[0.0003341728,0.9965959,0.0003005053,0.00001419481,0.0003763855,0.00005508726,0.0002988466,0.00002747171,0.001997463],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9909025,"threshold_uncertainty_score":0.8158994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1515701797841225,"score_gpt":0.4779837246208783,"score_spread":0.3264135448367558,"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."}}