{"id":"W1979259020","doi":"","title":"Penetrating Heart Injuries and Common Difficulties Encountered During Emergency Surgery","year":2012,"lang":"en","type":"article","venue":"Journal of Current Surgery","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Surgery; Etiology; Shock (circulatory); Intervention (counseling); Sternum; Hypovolemia; Medical emergency; General surgery; Anesthesia; Nursing; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003193135,0.0003776367,0.0004024336,0.001580641,0.000696218,0.0006273806,0.0003629401,0.0006559448,0.002740511],"category_scores_gemma":[0.002992367,0.0002427473,0.0002742969,0.001057953,0.0005925444,0.00102413,0.0007886972,0.0006158727,0.0003461658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003703527,"about_ca_system_score_gemma":0.0004403986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001055622,"about_ca_topic_score_gemma":0.001298976,"domain_scores_codex":[0.999289,0.0001129046,0.0001153487,0.0000902018,0.0001720631,0.0002204784],"domain_scores_gemma":[0.9977786,0.0002340054,0.001387161,0.00004843502,0.000171135,0.000380717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.00006935987,0.00004319086,0.9703545,0.00006241182,0.00001686631,0.02307381,0.0006605868,0.00005737109,0.0004218453,0.00006533889,0.0004820727,0.00469269],"study_design_scores_gemma":[0.000007848196,0.0002091363,0.8313047,0.00007956578,0.00001990991,0.1633633,0.003387274,0.0001326583,0.0002097153,0.0001347143,0.001127191,0.00002399025],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971448,0.001082067,0.0001723436,0.0002166657,0.00002170949,0.00002472261,0.0001162376,0.000007680996,0.001213734],"genre_scores_gemma":[0.9986999,0.0007359239,0.0001492851,0.00005354997,0.00003993239,0.00001144516,0.0001582944,0.000002197344,0.0001493627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002740511,"threshold_uncertainty_score":0.00916791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06231691578343276,"score_gpt":0.3231240528224492,"score_spread":0.2608071370390164,"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."}}