{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008513936,0.001158984,0.0006817953,0.004405434,0.001268684,0.003173094,0.001279454,0.003257657,0.7893366],"category_scores_gemma":[0.002166837,0.000553938,0.0007983601,0.001718597,0.0003426564,0.00124455,0.001542835,0.00157702,0.5643509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009651902,"about_ca_system_score_gemma":0.001286381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001903415,"about_ca_topic_score_gemma":0.00517818,"domain_scores_codex":[0.9993905,0.00009486668,0.00006936405,0.00008910803,0.0002569401,0.00009924256],"domain_scores_gemma":[0.9966049,0.0004970098,0.0002380084,0.0001903419,0.00144156,0.001028213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001689136,0.0001631092,0.0005060054,0.0003376433,0.00001539469,0.0002896584,0.000005661574,0.00007441697,0.001128348,0.0003404791,0.9302673,0.06670307],"study_design_scores_gemma":[0.0001012437,0.0001594095,0.005623738,0.0006240124,0.00002406955,0.0006979958,0.00002717192,0.0002629597,0.0008815184,0.0007888583,0.9907924,0.00001667467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002685631,0.005514151,0.0007692754,0.006622095,0.01110514,0.0003849529,0.01516229,0.00168723,0.9560691],"genre_scores_gemma":[0.006936901,0.003243026,0.000571853,0.00288462,0.008355292,0.0001137845,0.01046193,0.000358015,0.9670746],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7893366,"threshold_uncertainty_score":0.3004858,"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."}}