{"id":"W4318245339","doi":"10.1186/s13017-023-00476-w","title":"Training curriculum in minimally invasive emergency digestive surgery: 2022 WSES position paper","year":2023,"lang":"en","type":"review","venue":"World Journal of Emergency Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre","funders":"Radboud Universitair Medisch Centrum; Radboud Universiteit","keywords":"Medicine; Credentialing; Learning curve; Curriculum; Emergency surgery; Process (computing); Quality (philosophy); Medical physics; Medical education; Medical emergency; General surgery; Surgery; Computer science; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003193699,0.0007798076,0.004789683,0.003721151,0.0001370854,0.00002281216,0.0002264969,0.0003364835,0.00773526],"category_scores_gemma":[0.004152296,0.0006326993,0.003711048,0.004734685,0.00005444564,0.0004310176,0.00007344169,0.001526878,0.0001346719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000315506,"about_ca_system_score_gemma":0.001730271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003713308,"about_ca_topic_score_gemma":0.0002070127,"domain_scores_codex":[0.9916783,0.0007604663,0.00505336,0.0005740185,0.001098496,0.0008353703],"domain_scores_gemma":[0.9917237,0.003913821,0.00292195,0.0003321821,0.0005642065,0.0005441722],"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":[0.0001661507,0.0005670651,0.03478826,0.00832779,0.001502558,0.005007842,0.0005409076,0.00002530231,0.00000335733,0.00007494133,0.02465541,0.9243404],"study_design_scores_gemma":[0.0005115737,0.00009020678,0.008876839,0.04832517,0.001665637,0.0003639369,0.0005031075,0.00001003101,8.049283e-7,0.0002458208,0.938501,0.0009058657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002773439,0.985858,0.000003655027,0.0004044975,0.007740914,0.0005359818,0.00003453374,0.00007015619,0.00257881],"genre_scores_gemma":[0.00480151,0.9915474,0.00003477811,0.00008706381,0.001667278,0.0000523366,0.0002328865,0.0001700535,0.001406711],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9234346,"threshold_uncertainty_score":0.9996125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1477265455875313,"score_gpt":0.3796011752454177,"score_spread":0.2318746296578864,"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."}}