{"id":"W1852947925","doi":"10.5858/2009-0491-cpr2.1","title":"Granulomatous Inflammation—An Underestimated Cause of False-Positive Diagnoses in Lung Fine-Needle Aspirates: Observations From the College of American Pathologists Nongynecologic Cytopathology Interlaboratory Comparison Program","year":2010,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Cytopathology; Medicine; Granulomatous inflammation; Context (archaeology); Pathology; Lung; Fine-needle aspiration; False positive rate; Medical diagnosis; Biopsy; Cytology; 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":[0.0150194,0.0002475133,0.0002292045,0.000828293,0.0004783818,0.0006200056,0.0006574566,0.0006319351,0.0006072075],"category_scores_gemma":[0.05222857,0.0002849621,0.0002892916,0.0004523114,0.0007165358,0.0006221318,0.001012436,0.000504981,0.000193022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00055014,"about_ca_system_score_gemma":0.0006155607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002409856,"about_ca_topic_score_gemma":0.003099516,"domain_scores_codex":[0.9870531,0.006768032,0.001369253,0.001244927,0.003091806,0.0004728244],"domain_scores_gemma":[0.9492193,0.02292084,0.01726583,0.003461554,0.006084697,0.001047709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001263625,0.00003155354,0.995676,0.00002565142,0.00001578719,0.0002023194,0.0005211689,0.00002376778,0.0003898598,0.00001095175,0.0001326293,0.002843994],"study_design_scores_gemma":[0.00001741013,0.0005141014,0.9920604,0.0000592476,0.00004189741,0.0031053,0.001097929,0.0004838566,0.001843048,0.00002677841,0.0007378067,0.00001211106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984956,0.0004439245,0.000435621,0.0001229316,0.00001376671,0.00004650401,0.00006877417,0.000008403705,0.0003643654],"genre_scores_gemma":[0.9992542,0.0001019111,0.0003625131,0.0001155358,0.00001200775,0.0000211901,0.00008426287,0.000003670387,0.00004461547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0150194,"threshold_uncertainty_score":0.07943112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02637758838440838,"score_gpt":0.3357181534071407,"score_spread":0.3093405650227323,"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."}}