{"id":"W4403523640","doi":"10.1186/s13017-024-00559-2","title":"Surgical stabilization of rib fractures (SSRF): the WSES and CWIS position paper","year":2024,"lang":"en","type":"review","venue":"World Journal of Emergency Surgery","topic":"Trauma Management and Diagnosis","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"Faculty of Medical and Health Sciences, University of Auckland; College of Medicine and Health Sciences, United Arab Emirates University; Radboud Universitair Medisch Centrum; Università degli Studi di Cagliari; United Arab Emirates University; National and Kapodistrian University of Athens; Radboud Universiteit","keywords":"Medicine; Position (finance); Position paper; Randomized controlled trial; Surgery; General surgery; Medical physics","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":[0.0009946981,0.0002959413,0.001519648,0.0007882696,0.00005564348,0.00002460901,0.0001048959,0.0001148739,0.002225457],"category_scores_gemma":[0.0002173195,0.0001574196,0.001185849,0.000822515,0.00005833465,0.0001700852,0.00004978159,0.0004754786,0.00001268883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004320046,"about_ca_system_score_gemma":0.000154875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001442532,"about_ca_topic_score_gemma":0.00002422351,"domain_scores_codex":[0.9973841,0.0002170073,0.001530093,0.0001925981,0.0004908078,0.0001854061],"domain_scores_gemma":[0.9977952,0.0008040057,0.0008841357,0.0002272234,0.0001822612,0.0001072122],"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":[0.00007902109,0.0002294274,0.004304507,0.016029,0.001193873,0.0003257647,0.00008359791,0.000001501331,0.000001157522,0.0005439862,0.2038896,0.7733185],"study_design_scores_gemma":[0.0001015624,0.00005096289,0.002250004,0.01260363,0.004851397,0.0001334064,0.00002564406,7.251701e-7,0.000002219742,0.0001788177,0.9796577,0.0001439309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000712393,0.9945035,0.000005608109,0.001379061,0.001999259,0.0002942004,0.00001108684,0.00001318988,0.001081701],"genre_scores_gemma":[0.004795214,0.9933906,0.00001687293,0.00006927075,0.0008401,0.00001133092,0.00004027706,0.00004163347,0.0007947282],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7757681,"threshold_uncertainty_score":0.9986867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0699424352515456,"score_gpt":0.3819635837535982,"score_spread":0.3120211485020526,"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."}}