{"id":"W2912972398","doi":"","title":"Combat Vascular Trauma_ From Characterization to Innovation.pdf","year":2017,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001836535,0.0002501261,0.0003479174,0.0004417398,0.0007128021,0.0004065153,0.0007317442,0.0001784866,0.0001596925],"category_scores_gemma":[0.0001055974,0.0002802598,0.0001572882,0.0004272563,0.00007471823,0.001117532,0.000311843,0.0003484605,0.001187165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001520304,"about_ca_system_score_gemma":0.0001151416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001327159,"about_ca_topic_score_gemma":0.0002001387,"domain_scores_codex":[0.9983981,0.00006465446,0.0002701373,0.0005669506,0.0003874819,0.0003127009],"domain_scores_gemma":[0.9976273,0.00001989772,0.0002412088,0.001441555,0.0004024702,0.0002675971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008380204,0.0001517031,0.9544323,0.00003209347,0.0001718053,0.00006324207,0.0001884159,0.00000292654,0.04278848,0.0003401999,0.000003367254,0.001741656],"study_design_scores_gemma":[0.001572004,0.0001027678,0.979277,0.0002051564,0.0001918051,0.00003131575,0.0000635518,9.177108e-7,0.005159146,0.000104967,0.01300636,0.0002850675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894195,0.00001915889,0.007158299,0.002052143,0.0001849246,0.00056364,0.00004537865,0.0001308941,0.0004260929],"genre_scores_gemma":[0.9909149,0.00003293241,0.0001606407,0.001559928,0.0001985891,0.000005227547,0.0004263812,0.00004107418,0.006660337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03762933,"threshold_uncertainty_score":0.999965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.113490934308754,"score_gpt":0.336144612829787,"score_spread":0.222653678521033,"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."}}