{"id":"W2942309226","doi":"10.1016/j.anndiagpath.2019.04.008","title":"Micropapillary adenocarcinoma of lung: Morphological criteria and diagnostic reproducibility among pulmonary pathologists","year":2019,"lang":"en","type":"article","venue":"Annals of Diagnostic Pathology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pleomorphism (cytology); Pathology; Vacuolization; Adenocarcinoma; Lung; Medicine; Lumen (anatomy); Immunohistochemistry; Internal medicine; Cancer","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001061223,0.0003338225,0.001151413,0.0001607994,0.00003868825,0.000007422877,0.0001734528,0.0003023153,0.0003903659],"category_scores_gemma":[0.01066083,0.0002686037,0.0002242557,0.0002043897,0.0008091795,0.00009035197,0.0002565825,0.0002345798,0.00002749084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003673805,"about_ca_system_score_gemma":0.00008984443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009367791,"about_ca_topic_score_gemma":0.000004837151,"domain_scores_codex":[0.9967752,0.0003194137,0.0008216093,0.001359864,0.0002477196,0.0004762625],"domain_scores_gemma":[0.9931778,0.004303009,0.0003754944,0.001637158,0.0002980694,0.0002085231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002521902,0.001350588,0.9807546,0.000692986,0.0001139566,0.004557315,0.0002185354,0.00000293284,0.008433893,0.0001244633,0.001764882,0.001733701],"study_design_scores_gemma":[0.001032873,0.002096977,0.9710353,0.0004418805,0.0002709854,0.001317913,0.00005801986,0.00001956243,0.02291457,0.0005282091,0.00006965284,0.0002140702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746241,0.02059888,0.000007646098,0.002382884,0.0003045668,0.001164645,0.0001306661,0.00004272864,0.0007438646],"genre_scores_gemma":[0.9920585,0.006393952,0.0002955845,0.0008681219,0.00008746365,0.0001250697,0.00008304013,0.00003126947,0.00005704639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01743433,"threshold_uncertainty_score":0.9999766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03524063768424214,"score_gpt":0.3268469261502728,"score_spread":0.2916062884660307,"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."}}