{"id":"W2778880758","doi":"10.18295/2075-0528.2775","title":"The Emergence of Surgical Expertise in the Care of the Critically Injured Patient in the A","year":2009,"lang":"en","type":"article","venue":"Sultan Qaboos University medical journal","topic":"Disaster Response and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Medicine; Critically ill; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001760622,0.00008823449,0.0001614601,0.00008608022,0.0005420824,0.000007713877,0.001182484,0.00009358352,0.0001857921],"category_scores_gemma":[0.0008044332,0.00003679814,0.0001061381,0.0005734661,0.0002655155,0.0000644742,0.0001502108,0.000982243,0.000002963229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007198987,"about_ca_system_score_gemma":0.0003828659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009830336,"about_ca_topic_score_gemma":0.0005336461,"domain_scores_codex":[0.9952968,0.002769924,0.0004634456,0.0001030633,0.001036921,0.0003298375],"domain_scores_gemma":[0.9983974,0.0008621112,0.0001606768,0.000302509,0.0001746065,0.0001026805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.003738715,0.001154886,0.008776122,0.0001120946,0.00006737008,0.002028189,0.6685665,0.00001655237,0.0001027775,0.06155977,0.06094638,0.1929306],"study_design_scores_gemma":[0.002553338,0.0004167236,0.05600086,0.0007168546,0.00004134402,0.00003047809,0.7776793,0.00007068843,0.00001520025,0.0008214636,0.1615451,0.0001086775],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9183976,0.00052037,0.00007078089,0.06171641,0.0003105396,0.0006107786,0.00000943482,0.000004630199,0.01835944],"genre_scores_gemma":[0.997263,0.0005215153,0.000009440575,0.002019778,0.000054023,0.000001511535,6.472022e-7,0.00000258403,0.000127458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.192822,"threshold_uncertainty_score":0.4267412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01721784455730707,"score_gpt":0.3467279730248804,"score_spread":0.3295101284675733,"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."}}