{"id":"W2162266934","doi":"10.4103/0974-2700.82232","title":"Multimodal imaging tools for diagnosis of fat embolism","year":2011,"lang":"en","type":"article","venue":"Journal of Emergencies Trauma and Shock","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; Ontario Brain Institute; University of Calgary","funders":"","keywords":"Medicine; Fat embolism syndrome; Medical diagnosis; Magnetic resonance imaging; Differential diagnosis; Transcranial Doppler; Radiology; Triad (sociology); Embolism; Fat embolism; Surgery; Pathology; Psychology","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":[0.0003047473,0.0001055598,0.0004147885,0.0001310374,0.00005310907,0.00000940627,0.00006543602,0.00004594347,0.0001629198],"category_scores_gemma":[0.0002584372,0.00007903867,0.0002720238,0.00006336844,0.00005755893,0.0002025181,0.00001394115,0.0001172808,5.549426e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001268266,"about_ca_system_score_gemma":0.00003762634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004193511,"about_ca_topic_score_gemma":0.000006091744,"domain_scores_codex":[0.9990225,0.00001805621,0.0005176864,0.00008937169,0.0001743976,0.0001779739],"domain_scores_gemma":[0.9991131,0.0001543864,0.0002188575,0.00009951112,0.0002759874,0.0001381625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001085427,0.0006115648,0.6756095,0.0004176544,0.0004548163,0.0001195866,0.007616,0.000005277194,0.009802422,0.0005561438,0.02297093,0.2807507],"study_design_scores_gemma":[0.005792772,0.001691706,0.8760291,0.0009267041,0.001009535,0.0003926785,0.009270555,0.00084635,0.07440623,0.001209862,0.0279085,0.0005160606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994305,0.002898229,0.0003799765,0.000231372,0.0005842947,0.0001049097,0.000007319762,0.00000675333,0.001482181],"genre_scores_gemma":[0.9960438,0.0007380075,0.002475666,0.00008070834,0.0004889461,0.000005762053,9.027163e-7,0.00001270382,0.0001535124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2802346,"threshold_uncertainty_score":0.3223103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06418807563793302,"score_gpt":0.2840509215858806,"score_spread":0.2198628459479476,"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."}}