{"id":"W4391474082","doi":"10.5114/dr.2023.134680","title":"Epidermolysis bullosa acquisita: diagnostic difficulties","year":2023,"lang":"en","type":"article","venue":"Dermatology Review","topic":"Autoimmune Bullous Skin Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epidermolysis bullosa acquisita; Dermatology; Medicine; Immunology; Autoantibody","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001647497,0.0002530744,0.001110527,0.000145203,0.0001170535,0.000009210538,0.0001846315,0.0001131947,0.0008630272],"category_scores_gemma":[0.003444266,0.0002011829,0.0003485158,0.0006933088,0.0001794989,0.00005086375,0.0001457288,0.0001657941,0.00739057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003093162,"about_ca_system_score_gemma":0.00008826435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009153738,"about_ca_topic_score_gemma":7.503002e-7,"domain_scores_codex":[0.99818,0.0001847185,0.0005850513,0.0003550317,0.0002247981,0.0004703669],"domain_scores_gemma":[0.9979146,0.0009798461,0.0001483758,0.0006913038,0.0001010442,0.0001648888],"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":[0.00001853733,0.0002287691,0.04339794,0.01379265,0.0004136759,0.01945804,0.0001009388,0.000001779606,0.0001013702,0.000566722,0.9120374,0.009882184],"study_design_scores_gemma":[0.002129302,0.0001104711,0.4721586,0.01714417,0.004315793,0.05794329,0.0001806665,0.0001001981,0.0004873081,0.0004807253,0.4440266,0.000922923],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1458882,0.793956,0.00003382302,0.05550756,0.0003201266,0.001452559,0.00002233767,0.00113343,0.001685984],"genre_scores_gemma":[0.5938885,0.3926025,0.0001537601,0.009989155,0.00008896569,0.000514365,0.0004648312,0.0000713578,0.002226561],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.4680108,"threshold_uncertainty_score":0.9933823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01979782189072183,"score_gpt":0.2990330459801198,"score_spread":0.279235224089398,"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."}}