{"id":"W3205948541","doi":"10.1016/j.sopen.2021.10.001","title":"Hepatobiliary and pancreatic hemorrhage: Technical tools and tricks","year":2021,"lang":"en","type":"article","venue":"Surgery Open Science","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Medicine; General surgery; 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":[0.001312436,0.00009123969,0.0003441666,0.00008079111,0.0002158569,0.0002744467,0.0001569034,0.00003812855,0.0001124407],"category_scores_gemma":[0.001869978,0.00007124677,0.00003194519,0.0006601533,0.0008664431,0.0006377902,0.0004417966,0.0001127578,0.000009158169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000238289,"about_ca_system_score_gemma":0.0005924285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002659021,"about_ca_topic_score_gemma":0.000004195694,"domain_scores_codex":[0.9988421,0.00003434807,0.0002032855,0.0004135836,0.0002708204,0.0002359081],"domain_scores_gemma":[0.9988472,0.000492622,0.00003771612,0.0003030871,0.0001065296,0.0002127979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002327495,0.0001539022,0.5086973,0.0001758955,0.00001092319,0.00113121,0.00017967,5.182497e-8,0.04216876,0.0009411385,0.002434004,0.4438744],"study_design_scores_gemma":[0.0006518749,0.0001759205,0.9342323,0.0003025137,0.00009916004,0.003479762,0.0009886086,0.0001737452,0.04902101,0.0008561069,0.009666841,0.0003521725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816406,0.001070787,0.00004909794,0.001591322,0.00009008826,0.0002109243,0.000004925149,0.00002087895,0.01532136],"genre_scores_gemma":[0.9942197,0.0002159828,0.00334198,0.0008731733,0.00002724308,0.00001537458,0.000003230013,0.000005882723,0.001297395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4435222,"threshold_uncertainty_score":0.3192446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05647494254422774,"score_gpt":0.3384578054700004,"score_spread":0.2819828629257726,"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."}}