{"id":"W4396535977","doi":"10.14740/jmc4205","title":"Long Segment Colon Degloving From Blunt Abdominal Trauma","year":2024,"lang":"en","type":"article","venue":"Journal of Medical Cases","topic":"Abdominal Trauma and Injuries","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Degloving; Blunt; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001071945,0.0001586313,0.0004884144,0.0001644094,0.00005878801,0.00006670479,0.0001643244,0.000175234,0.003341582],"category_scores_gemma":[0.001216067,0.0001048064,0.0002950066,0.0001410321,0.0001761531,0.0001602741,0.00004246647,0.0007572695,0.00005639396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001509168,"about_ca_system_score_gemma":0.0004778317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000823329,"about_ca_topic_score_gemma":0.00002861645,"domain_scores_codex":[0.9971721,0.00008419823,0.0007008872,0.0001606999,0.001644867,0.0002372301],"domain_scores_gemma":[0.9981548,0.0009095375,0.000138336,0.0001174707,0.0001108289,0.0005690957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003019571,0.000597042,0.006327936,0.0006010717,0.0007282482,0.1360866,0.001345966,0.000002641221,0.002229016,0.0002455694,0.067051,0.7817653],"study_design_scores_gemma":[0.01773782,0.02206708,0.1895261,0.04706332,0.007017952,0.2129137,0.01238617,0.007874635,0.08732399,0.001729866,0.392832,0.001527357],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693208,0.01713444,0.002113346,0.009431376,0.001208598,0.00008948157,0.00001122345,0.00002773194,0.0006629874],"genre_scores_gemma":[0.9940766,0.0007714237,0.001236298,0.000932787,0.002708208,0.000002229694,0.0000044346,0.00002131745,0.0002467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.780238,"threshold_uncertainty_score":0.9975695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03522163034005986,"score_gpt":0.3462447633210692,"score_spread":0.3110231329810093,"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."}}