{"id":"W4221053205","doi":"10.1038/s41374-022-00750-6","title":"USCAP 2022 Abstracts: Dermatopathology (292-340)","year":2022,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Autoimmune Bullous Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Jubilee Hospital","funders":"","keywords":"Dermatopathology; Biology; Medicine; Dermatology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003416218,0.00016079,0.0002301958,0.0001613042,0.0003391,0.00001786681,0.0001369787,0.00006951455,0.001389058],"category_scores_gemma":[0.0003172348,0.0001805362,0.00005732782,0.0005814775,0.000169589,0.00014219,0.0001136626,0.0003777153,0.0001856489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266489,"about_ca_system_score_gemma":0.0006692468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000229842,"about_ca_topic_score_gemma":0.000002933215,"domain_scores_codex":[0.9983787,0.0002223606,0.0003914397,0.0003125746,0.0004340081,0.0002609394],"domain_scores_gemma":[0.998933,0.00005313916,0.0002170361,0.000457831,0.0001519872,0.0001870455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003222246,0.001073939,0.3771731,0.0003680968,0.0001883034,0.001892011,0.003811418,0.001183163,0.4283854,0.00794827,0.176183,0.001471046],"study_design_scores_gemma":[0.002702169,0.0004262327,0.6891943,0.00004904936,0.0002625346,0.0006004265,0.001933808,0.0003745824,0.03415384,0.003376813,0.2663798,0.0005464947],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933875,0.001374588,0.00001487252,0.002421943,0.0004556584,0.0003718455,0.000111749,0.0002805636,0.001581301],"genre_scores_gemma":[0.9900676,0.00001480443,0.0005464944,0.007946879,0.0001318136,0.0002254585,0.0003943509,0.00004490612,0.0006276763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3942315,"threshold_uncertainty_score":0.9995238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009571615030659564,"score_gpt":0.2340936147138496,"score_spread":0.2245219996831901,"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."}}