{"id":"W4240080242","doi":"10.1002/9781444345100.ch75","title":"Mangled Extremity","year":2011,"lang":"en","type":"other","venue":"Evidence-Based Orthopedics","topic":"Bone fractures and treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001841395,0.0005194332,0.0007335977,0.0003096991,0.00005436298,0.00002179645,0.0001723155,0.0006596823,0.02761771],"category_scores_gemma":[0.0002145065,0.0003967093,0.0003577205,0.0002210482,0.0001376321,0.00006263123,0.00005521898,0.0005180152,0.001710236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001109013,"about_ca_system_score_gemma":0.0005585011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009051541,"about_ca_topic_score_gemma":0.0002568203,"domain_scores_codex":[0.9979612,0.00007190605,0.0003319542,0.0006222692,0.0005918446,0.0004208654],"domain_scores_gemma":[0.9980652,0.0001010871,0.0003313801,0.001048815,0.00007683085,0.0003766862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002513686,0.0003884471,0.0735252,0.0004571615,0.0002783473,0.001189884,0.00002330241,3.129287e-7,0.000004922157,0.00005886935,0.8964028,0.0274194],"study_design_scores_gemma":[0.001624274,0.0003205377,0.009915869,0.005755516,0.001011552,0.00003929261,0.0000045475,0.00001461456,0.00006544431,0.00002684736,0.9808191,0.0004023742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000587312,0.03844722,0.0009782702,0.001281185,0.001392614,0.001827569,0.0001093757,0.0009553827,0.954421],"genre_scores_gemma":[0.006832585,0.003271889,0.004078536,0.002712499,0.001412909,0.00008167898,0.000219265,0.0007794475,0.9806112],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08441634,"threshold_uncertainty_score":0.9998485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0632062377056585,"score_gpt":0.301695434245501,"score_spread":0.2384891965398425,"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."}}