{"id":"W2416182230","doi":"","title":"Can diagnostic imaging reliably predict the need for surgery in small bowel obstruction? Critically appraised topic.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Intestinal and Peritoneal Adhesions","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; McMaster University Medical Centre","funders":"","keywords":"Medicine; Critically ill; Bowel obstruction; Intensive care medicine; Radiology; General 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":[],"consensus_categories":[],"category_scores_codex":[0.0003854716,0.000129147,0.0002154461,0.00009451464,0.0001119459,0.00002862275,0.0000906367,0.00004780057,0.00002656889],"category_scores_gemma":[0.007314084,0.00009084986,0.0001144093,0.0001600169,0.00009354807,0.00005348189,0.00002594324,0.0002102881,0.000005384796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000808292,"about_ca_system_score_gemma":0.0000841091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002634625,"about_ca_topic_score_gemma":0.0003006847,"domain_scores_codex":[0.9988005,0.00003779742,0.0003299421,0.0002166832,0.0001291568,0.000485977],"domain_scores_gemma":[0.996972,0.002453038,0.00003975171,0.0002077623,0.0001554711,0.0001719359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004398719,0.0004132563,0.7344645,0.0003188449,0.00004038354,0.0001303948,0.0004363584,0.00005279256,0.000211266,0.002040707,0.02050502,0.2409466],"study_design_scores_gemma":[0.0006761889,0.00002115002,0.9793792,0.0000636274,0.00006439505,0.000138949,0.0001448397,0.0007463544,0.0003425144,0.0007013638,0.01759949,0.0001219596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8616186,0.0003398822,0.0001887637,0.1314022,0.0007462785,0.001909247,0.00003325337,0.0001223249,0.003639391],"genre_scores_gemma":[0.990291,0.00001707932,0.0008222333,0.003924672,0.001016835,0.002555446,0.00002606471,0.00002081473,0.001325847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2449146,"threshold_uncertainty_score":0.875617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511186389804382,"score_gpt":0.2426250795960537,"score_spread":0.2175132156980099,"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."}}