{"id":"W71250493","doi":"10.1007/978-3-642-14515-5_128","title":"Comparison of Lung Response and Thoracic Injury Metrics","year":2010,"lang":"en","type":"book-chapter","venue":"World Congress on Medical Physics and Biomedical Engineering, September 7 - 12, 2009, Munich, Germany","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Cadaveric spasm; Thorax (insect anatomy); Pulmonary contusion; Lung; Medicine; Surgery; Anatomy; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00176565,0.0004891906,0.000643394,0.001388013,0.0001126458,0.0009875271,0.0005456476,0.0005769908,0.004287937],"category_scores_gemma":[0.006889647,0.0002114073,0.0005858875,0.001101932,0.0002198368,0.0007592761,0.0006285387,0.0004705482,0.001054353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000459969,"about_ca_system_score_gemma":0.0002635148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001512457,"about_ca_topic_score_gemma":0.001456248,"domain_scores_codex":[0.9990397,0.0003320583,0.00006822025,0.0001814893,0.0003075484,0.00007096619],"domain_scores_gemma":[0.9963422,0.002592442,0.000245079,0.0002195839,0.0004651105,0.0001356011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.009829815,0.0006386767,0.2984782,0.0007361915,0.001299636,0.0005208469,0.0002694929,0.05467591,0.04894867,0.002490745,0.01615921,0.5659527],"study_design_scores_gemma":[0.0002241084,0.005624195,0.6588451,0.0001538559,0.0008531793,0.003143033,0.000629742,0.2685064,0.04684519,0.006128297,0.008846458,0.0002004241],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9045997,0.01130522,0.06312133,0.000892263,0.000468559,0.0001676648,0.006304171,0.001483502,0.01165771],"genre_scores_gemma":[0.9832712,0.001106698,0.008672886,0.0001169188,0.0001160095,0.00005397173,0.003434884,0.0001742267,0.003053256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004287937,"threshold_uncertainty_score":0.01434457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060885924400566,"score_gpt":0.3186825696641153,"score_spread":0.2980737104201096,"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."}}