{"id":"W4380841662","doi":"10.1148/rg.220148","title":"Perineural Invasion and Spread in Common Abdominopelvic Diseases: Imaging Diagnosis and Clinical Significance","year":2023,"lang":"en","type":"article","venue":"Radiographics","topic":"Hernia repair and management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital","funders":"","keywords":"Medicine; Pelvis; Radiology; Abdomen; Hypogastric nerve; Endometriosis; Pathology; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007378518,0.0005214829,0.0004646644,0.001868926,0.0003975182,0.001073889,0.0004241752,0.0007570628,0.001832553],"category_scores_gemma":[0.002978578,0.0002768101,0.0002345192,0.001984828,0.0008155509,0.001361391,0.0007019686,0.0008992771,0.0004529486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004563031,"about_ca_system_score_gemma":0.0005786959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001455617,"about_ca_topic_score_gemma":0.002034068,"domain_scores_codex":[0.9996046,0.00008897994,0.00006321952,0.00006912261,0.0000979207,0.00007610648],"domain_scores_gemma":[0.9989525,0.0002641058,0.0003621181,0.00003690361,0.0001781491,0.0002061617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000397496,0.0001621096,0.6095639,0.001607343,0.0001117696,0.07114786,0.0007623419,0.0005744923,0.009409801,0.002020477,0.007887354,0.296355],"study_design_scores_gemma":[0.00004065841,0.0002826647,0.5130098,0.001377353,0.0001847416,0.4422713,0.001399642,0.001601299,0.001686694,0.002001841,0.03605694,0.0000869576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.512162,0.4444296,0.006954798,0.005649891,0.0005816732,0.0002210427,0.0005976803,0.0001736595,0.02922954],"genre_scores_gemma":[0.8983145,0.0900521,0.006682897,0.0008589156,0.001663842,0.00005349326,0.0004632283,0.00002548799,0.001885566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001868926,"threshold_uncertainty_score":0.006130457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03089318022545628,"score_gpt":0.3312639894324984,"score_spread":0.3003708092070421,"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."}}