{"id":"W3212102373","doi":"10.1016/j.jvir.2021.11.001","title":"Concordance Assessment of Pathology Results with Imaging Findings after Image-Guided Biopsy","year":2021,"lang":"en","type":"article","venue":"Journal of Vascular and Interventional Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"National Cancer Institute","keywords":"Medicine; Concordance; Biopsy; Retrospective cohort study; Radiology; Prospective cohort study; Institutional review board; Neuroradiology; Interventional radiology; Surgical pathology; Surgery; 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":[0.02215116,0.0005323318,0.0007659665,0.006253154,0.000850577,0.00260413,0.001362349,0.00100312,0.003013872],"category_scores_gemma":[0.08635437,0.0004996317,0.001295096,0.002134807,0.000750747,0.001361699,0.002366232,0.0006962582,0.001016043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008174006,"about_ca_system_score_gemma":0.001248419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001802469,"about_ca_topic_score_gemma":0.002460439,"domain_scores_codex":[0.9722942,0.009112922,0.005487659,0.002652158,0.009061282,0.001391748],"domain_scores_gemma":[0.9062538,0.05320947,0.0136542,0.00653503,0.01879342,0.001554028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007151248,0.00007300763,0.9707546,0.0003529117,0.0002609944,0.0005715875,0.001047434,0.0003791438,0.003558764,0.0002670358,0.0007970121,0.02122247],"study_design_scores_gemma":[0.00003034015,0.000545883,0.9685657,0.0003099788,0.0005846124,0.006091993,0.001682376,0.00669672,0.01113251,0.0006718709,0.003624757,0.00006323442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722466,0.002092273,0.01052946,0.0003814015,0.0002659028,0.0002152787,0.001005502,0.0003177353,0.01294586],"genre_scores_gemma":[0.993526,0.0003041903,0.005111402,0.00005318832,0.00005526893,0.00004392016,0.0004382473,0.0000368228,0.0004310492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02215116,"threshold_uncertainty_score":0.1171479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01745544520171773,"score_gpt":0.3471866758517166,"score_spread":0.3297312306499989,"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."}}