{"id":"W1992063491","doi":"10.1097/pas.0b013e31826ab1c0","title":"IMP3 and GLUT-1 Immunohistochemistry for Distinguishing Benign From Malignant Mesothelial Proliferations","year":2012,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Immunohistochemistry; Medicine; Pathology; Tissue microarray; H&E stain; Staining","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":[0.0002572775,0.00008398039,0.00027852,0.00001979248,0.00009844131,0.000007655692,0.00006429927,0.00002276479,0.00004660083],"category_scores_gemma":[0.0001073228,0.00004948031,0.0001073738,0.00003705407,0.0003887709,0.00004941414,0.00002967931,0.0001273343,0.000002579267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003506194,"about_ca_system_score_gemma":0.00002959931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000112672,"about_ca_topic_score_gemma":1.130568e-7,"domain_scores_codex":[0.9993153,0.00006098228,0.0002554744,0.00007783912,0.0001263473,0.0001640694],"domain_scores_gemma":[0.9991562,0.0003158775,0.0002507869,0.00009502844,0.00003488677,0.0001472195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009993374,0.001220463,0.7302846,0.00005549117,0.0004480056,0.0004651568,0.001961184,0.00002700308,0.2160538,0.001356953,0.001627466,0.03650645],"study_design_scores_gemma":[0.002902174,0.001609857,0.9721508,0.00009729958,0.0006632881,0.005878237,0.001081613,0.00005881941,0.002877949,0.001415643,0.01103185,0.0002324516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958971,0.001344667,0.0002445083,0.002097189,0.00009064886,0.00009185901,0.00006497799,0.000005086954,0.0001639466],"genre_scores_gemma":[0.9970617,0.000108384,0.001525382,0.0003737451,0.0008298819,0.000008027207,0.00001852785,0.000009735504,0.00006465227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2418662,"threshold_uncertainty_score":0.2017748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01283238615242559,"score_gpt":0.2905588057849384,"score_spread":0.2777264196325128,"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."}}