{"id":"W2790365345","doi":"10.1186/s13017-018-0174-5","title":"WSES worldwide emergency general surgery formation and evaluation project","year":2018,"lang":"en","type":"article","venue":"World Journal of Emergency Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"","keywords":"Medicine; Emergency surgery; Plea; Multidisciplinary approach; Medical emergency; Quality (philosophy); General surgery; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004327591,0.0002556503,0.001090916,0.001243244,0.0001550011,0.00001901481,0.00006811399,0.00007595719,0.002292844],"category_scores_gemma":[0.001431912,0.0001979087,0.00106942,0.001060219,0.00006595003,0.000546888,0.00002467114,0.0002229871,0.00002626227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008841684,"about_ca_system_score_gemma":0.0003527551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003378701,"about_ca_topic_score_gemma":0.00008329705,"domain_scores_codex":[0.9962934,0.000406086,0.00168124,0.0002151037,0.001011735,0.000392388],"domain_scores_gemma":[0.9970297,0.0006709173,0.0007682831,0.0002440405,0.001047419,0.0002396354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005787418,0.0001574538,0.7296141,0.0001607862,0.0002942195,0.0001255643,0.000355653,0.000004075325,0.0008666277,0.0002192422,0.1995063,0.06811719],"study_design_scores_gemma":[0.000579658,0.0001327327,0.6233842,0.0003125,0.0007612531,0.0008796228,0.0001567117,0.0003815607,0.00099175,0.0003479923,0.3716524,0.0004195959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788181,0.006282803,0.0001334313,0.002510857,0.004643709,0.0003331011,0.000002612178,0.0000302298,0.007245149],"genre_scores_gemma":[0.9839067,0.007561459,0.0003725874,0.0002819236,0.003199601,0.00001713236,0.0000234505,0.00004077985,0.004596297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1721461,"threshold_uncertainty_score":0.9986192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07453145385729663,"score_gpt":0.3521121520264175,"score_spread":0.2775806981691209,"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."}}