{"id":"W3006756453","doi":"10.1177/0846537119899200","title":"State of the Art Imaging Review of Blunt and Penetrating Cardiac Trauma","year":2020,"lang":"en","type":"review","venue":"Canadian Association of Radiologists Journal","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Blunt; Cardiac tamponade; Penetrating trauma; Radiology; Blunt trauma; Surgery","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":[0.001463916,0.0001958537,0.001797916,0.0002005286,0.00006194975,0.0000156657,0.0001880725,0.00009495721,0.00004424656],"category_scores_gemma":[0.001784615,0.0001365505,0.0006536062,0.0003141268,0.00008269449,0.00005234945,0.00002381803,0.0004787882,0.000001941407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007060514,"about_ca_system_score_gemma":0.001069949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000530754,"about_ca_topic_score_gemma":0.0007641801,"domain_scores_codex":[0.9978431,0.0003963475,0.001049454,0.0001575972,0.0003241619,0.0002293275],"domain_scores_gemma":[0.9966507,0.0002866783,0.00241023,0.0001777689,0.0002328322,0.0002417791],"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":[0.00000195165,0.000008884406,0.01700178,0.03233502,0.0006125451,0.00001938743,0.00005845131,3.57856e-7,5.946789e-7,0.00004522579,0.04742588,0.9024899],"study_design_scores_gemma":[0.000226162,0.00005114333,0.01733768,0.04996017,0.001874048,0.00006095148,0.00001936182,0.00000199359,0.000001470331,0.00001705486,0.9303392,0.0001107692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007287739,0.9942631,0.000003780366,0.002010151,0.0002658146,0.0005745226,0.0001710381,0.000003981026,0.002634697],"genre_scores_gemma":[0.0007168012,0.9984112,0.0001201488,0.000303656,0.0001344512,0.00000727328,0.00003172423,0.00001818172,0.0002565417],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9023792,"threshold_uncertainty_score":0.556837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02694323231848596,"score_gpt":0.2962212842532401,"score_spread":0.2692780519347541,"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."}}