{"id":"W4246549005","doi":"10.21203/rs.3.rs-58790/v1","title":"IgG4-Related Disease as Mimicker of Malignancy","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"IgG4-Related and Inflammatory Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Malignancy; Disease; Medicine; Dermatology; 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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006255866,0.0004409089,0.0008847773,0.0006037574,0.0001504822,0.0000578508,0.0005022914,0.0005980938,0.003168794],"category_scores_gemma":[0.002155433,0.0003941634,0.0006881513,0.0006844679,0.0004766699,0.00009081455,0.001143041,0.002572125,0.001663998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002202234,"about_ca_system_score_gemma":0.003118453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001271106,"about_ca_topic_score_gemma":0.000001490254,"domain_scores_codex":[0.9947783,0.0005020081,0.0008642059,0.0009755015,0.00206717,0.0008127584],"domain_scores_gemma":[0.9954883,0.0002082315,0.0002229982,0.001391604,0.001196018,0.001492778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.02413052,0.009347723,0.2556008,0.1572938,0.00748568,0.04107354,0.009742734,0.0009223822,0.02758897,0.08007615,0.3674709,0.01926675],"study_design_scores_gemma":[0.01526075,0.004389115,0.6749722,0.08315087,0.003296114,0.0001334726,0.003315299,0.006413282,0.01962048,0.09939557,0.08632476,0.003728102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438921,0.01450295,0.000008676326,0.008319324,0.0004445222,0.003536666,0.0007337762,0.0003611568,0.0282008],"genre_scores_gemma":[0.9918247,0.001527716,0.00006380784,0.0001846264,0.0003393964,0.000193057,0.001123687,0.0001284613,0.004614572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4193714,"threshold_uncertainty_score":0.999851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06510333391329018,"score_gpt":0.4043457413394234,"score_spread":0.3392424074261332,"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."}}