{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003707314,0.0001206921,0.0002996995,0.0003302443,0.00005067505,0.00002891817,0.00005069978,0.00004518068,0.000007873771],"category_scores_gemma":[0.0001000647,0.0001073491,0.00008883038,0.0005683782,0.0001759721,0.0000768255,0.00009762081,0.000183397,0.000004548028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001189001,"about_ca_system_score_gemma":0.00001667511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001405917,"about_ca_topic_score_gemma":0.000139706,"domain_scores_codex":[0.9989455,0.00008180776,0.0002844828,0.0003171615,0.0001558041,0.0002152822],"domain_scores_gemma":[0.9992355,0.0002933401,0.00003938165,0.000219154,0.00001577057,0.0001969018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006830051,0.0000971667,0.9537818,0.0001534078,0.00002879297,0.0002996718,0.0001229799,0.000001667728,0.00002191932,0.0001014103,0.001641411,0.04368148],"study_design_scores_gemma":[0.001452492,0.0001179907,0.9870374,0.0001421664,0.0001108927,0.00001334633,0.0002307548,0.004522379,0.000006963417,0.0001905443,0.006061825,0.0001132275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949277,0.001629477,0.00001014863,0.002424081,0.0001065716,0.0004778561,0.00000861289,0.0001264915,0.0002890528],"genre_scores_gemma":[0.9762821,0.02289392,0.00008535837,0.0005377717,0.0000688436,0.00005972763,0.00001711513,0.00001813529,0.00003698757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04356826,"threshold_uncertainty_score":0.4377567,"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."}}