{"id":"W2168685265","doi":"10.1148/radiol.2412051020","title":"Pleural Mesothelioma: Sensitivity and Incidence of Needle Track Seeding after Image-guided Biopsy versus Surgical Biopsy","year":2006,"lang":"en","type":"article","venue":"Radiology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Biopsy; Thoracoscopy; Thoracotomy; Radiology; Mesothelioma; Surgery; Pathology","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":[0.0001064159,0.000111472,0.0002515742,0.00006650491,0.00002967184,0.000003831864,0.0000227963,0.00007851668,0.0001323034],"category_scores_gemma":[0.00003732472,0.00009171872,0.00006699758,0.00008202479,0.0003557479,0.00006537283,0.00003468315,0.0000680175,0.00001849814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003866323,"about_ca_system_score_gemma":0.00001639305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000229174,"about_ca_topic_score_gemma":0.000007234841,"domain_scores_codex":[0.9992709,0.00005397871,0.0001898971,0.0002020245,0.0001109612,0.0001722126],"domain_scores_gemma":[0.9995733,0.0001744692,0.00005299749,0.0001009947,0.00001913143,0.00007908592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002369022,0.0001504314,0.8499247,0.00006194338,0.00004402299,0.001130123,0.00004191035,0.00001636588,0.1454455,0.000201465,0.0003922318,0.0002222222],"study_design_scores_gemma":[0.001796109,0.000168358,0.9913973,0.00001883377,0.00007734291,0.002935106,0.00003717651,0.0003488424,0.002948553,0.00005843907,0.000119201,0.00009475755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981111,0.0004965899,0.00002200666,0.0002926968,0.00009997335,0.00009454871,0.00005094234,0.00002310476,0.0008090283],"genre_scores_gemma":[0.9988497,0.0000213528,0.0007032033,0.00003967468,0.0002083058,0.000005958016,0.00004797622,0.000009359847,0.0001144118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1424969,"threshold_uncertainty_score":0.3740181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371040120344763,"score_gpt":0.2710767894877665,"score_spread":0.2573663882843188,"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."}}