{"id":"W4413136871","doi":"10.1097/dad.0000000000003021","title":"Oral Abstracts/Free Communications Presentations at the 28th Joint Meeting of the International Society of Dermatopathology, March 5–6, 2025, Orlando, Florida, USA","year":2025,"lang":"en","type":"article","venue":"American Journal of Dermatopathology","topic":"Autoimmune Bullous Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dermatopathology; Joint (building); Library science; Medicine; Dermatology; Engineering; Computer science; Civil engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007886158,0.0001672399,0.0006593163,0.0001679489,0.0002327139,0.00001208246,0.00134991,0.0000651447,0.00007173555],"category_scores_gemma":[0.0008486846,0.0001069454,0.0005102511,0.0004462732,0.002406414,0.00007795983,0.001053356,0.0005344162,0.000005264666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101293,"about_ca_system_score_gemma":0.0006595865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001511126,"about_ca_topic_score_gemma":0.00006148426,"domain_scores_codex":[0.9974787,0.0004316064,0.001295419,0.0001525226,0.0003988701,0.000242867],"domain_scores_gemma":[0.9957178,0.0007040079,0.001713797,0.001183057,0.00061734,0.00006404815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001945846,0.0003298128,0.9396518,0.00007363305,0.0003424896,0.00004996752,0.001291957,0.000194723,0.01964249,0.0004155244,0.03621609,0.001596921],"study_design_scores_gemma":[0.001641619,0.0001332939,0.9684432,0.0002766076,0.0004806882,0.008975386,0.003847778,0.0002416901,0.008593879,0.0004778554,0.006784527,0.000103447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9495466,0.001342904,0.0003917159,0.04409859,0.0003995716,0.00029923,0.00005743211,0.00001050418,0.003853436],"genre_scores_gemma":[0.9929655,0.0005979,0.004035762,0.00184061,0.00004773831,0.00001769036,0.00001378487,0.00001584034,0.0004652439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04341881,"threshold_uncertainty_score":0.8866534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02445173923678678,"score_gpt":0.3190050159153774,"score_spread":0.2945532766785906,"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."}}