{"id":"W2178973085","doi":"10.1097/bot.0000000000000468","title":"Dealing With Catastrophic Outcomes and Amputations in the Mangled Limb","year":2015,"lang":"en","type":"review","venue":"Journal of Orthopaedic Trauma","topic":"Bone fractures and treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Medicine; Amputation; 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":[0.0004864649,0.0002593214,0.001339193,0.0002984762,0.00004315288,0.00003183859,0.0001021998,0.0001202657,0.00001090683],"category_scores_gemma":[0.00005226531,0.0001105294,0.0003316452,0.0001891694,0.00005500815,0.00006225921,0.00001235112,0.0006929389,0.000003055804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007107516,"about_ca_system_score_gemma":0.0003014646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000190942,"about_ca_topic_score_gemma":0.00004077396,"domain_scores_codex":[0.9984819,0.00009532613,0.0006693149,0.0001292542,0.0004589213,0.0001652755],"domain_scores_gemma":[0.9987387,0.0001718263,0.0006483573,0.000177432,0.0001073221,0.000156386],"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":[0.00007672427,0.0001793949,0.005473063,0.001164146,0.000533648,0.002441339,0.0001824442,0.000003110811,6.358214e-9,0.00002664838,0.0001492654,0.9897702],"study_design_scores_gemma":[0.005364364,0.001889752,0.03574804,0.01245305,0.006854662,0.01647231,0.0002445652,0.000001967241,3.404168e-8,0.00006059356,0.9207017,0.0002089578],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006038629,0.9928015,0.00002180947,0.0004354528,0.00008906663,0.0004226389,0.00001464664,0.000004992205,0.0001712267],"genre_scores_gemma":[0.01316378,0.9853054,0.00108424,0.0001125489,0.0001961555,0.00001120464,0.00003208057,0.00003466161,0.00005999275],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9895613,"threshold_uncertainty_score":0.4507258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0623763409208709,"score_gpt":0.3596698456045875,"score_spread":0.2972935046837166,"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."}}