{"id":"W3179787317","doi":"10.21037/med-21-14","title":"Transmediastinal penetrating trauma","year":2021,"lang":"en","type":"review","venue":"Mediastinum","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Penetrating trauma; Trauma center; Emergency department; Advanced trauma life support; Gunshot wound; Surgery; Radiology; Medical emergency; Blunt; Retrospective cohort study","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003634476,0.0007021871,0.002831236,0.0003833127,0.0000897349,0.00008005919,0.0002717692,0.0004235196,0.002491909],"category_scores_gemma":[0.0004906273,0.0005761134,0.001198289,0.0007312513,0.0001025756,0.00008071565,0.00007902775,0.0009083858,0.0004175117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001111754,"about_ca_system_score_gemma":0.0004317776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009230816,"about_ca_topic_score_gemma":0.00001678166,"domain_scores_codex":[0.9967244,0.0001513802,0.0009683601,0.0008105029,0.0006912442,0.0006541213],"domain_scores_gemma":[0.99797,0.000643283,0.0002781143,0.0005911014,0.00009777186,0.0004196661],"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":[0.000005811439,0.0001687442,0.00003952471,0.02075198,0.0002588122,0.0009274482,0.000122101,5.805776e-8,1.98133e-7,0.00005815374,0.007766993,0.9699002],"study_design_scores_gemma":[0.000642534,0.0001571085,0.0001472885,0.04211712,0.004125378,0.0004033812,0.00009771311,0.000003738185,0.000002270616,0.000003615971,0.9518309,0.0004690074],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002756275,0.9820408,0.00009411674,0.0001501076,0.001039638,0.001016211,0.00003611095,0.0002263995,0.01536902],"genre_scores_gemma":[0.00002966978,0.9925216,0.001882637,0.0001546712,0.002120883,0.0003472778,0.0008890593,0.0001472002,0.001907041],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9694312,"threshold_uncertainty_score":0.999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202478949919363,"score_gpt":0.3769846276562331,"score_spread":0.2567367326642969,"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."}}