{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000861251,0.0001624869,0.0005896588,0.0004050505,0.0001032329,0.00003326693,0.00003780638,0.00004175321,0.0001598979],"category_scores_gemma":[0.0003240819,0.0001284052,0.0003222966,0.000152834,0.00004344106,0.0006186109,0.00004003376,0.0002345052,0.000006218495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003351222,"about_ca_system_score_gemma":0.0000382452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006180368,"about_ca_topic_score_gemma":0.000003489022,"domain_scores_codex":[0.9982955,0.00007216813,0.0008301001,0.00009280579,0.000385114,0.0003243497],"domain_scores_gemma":[0.9986327,0.0004829997,0.0004423135,0.0001147142,0.0001029163,0.0002243259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001139537,0.0002878389,0.9631311,0.0004275184,0.00007060888,0.00001012127,0.0003026943,4.37734e-7,0.0006842344,0.00001898201,0.03073397,0.004218521],"study_design_scores_gemma":[0.0002089931,0.00002562562,0.9927337,0.0006257568,0.0001212595,0.00009933309,0.0003078147,0.000001378314,0.001145872,0.00001763276,0.004581569,0.0001310697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801813,0.01631292,0.000007536195,0.0004888166,0.002820696,0.00007514404,0.000002249866,0.00002086127,0.00009045226],"genre_scores_gemma":[0.9955934,0.003175142,0.00004574392,0.00003610637,0.001078645,0.000003771038,0.000005132195,0.00001622814,0.00004585554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02960258,"threshold_uncertainty_score":0.5236212,"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."}}