{"id":"W2948290703","doi":"10.1111/cup.13522","title":"Hypergranulotic dyscornification: 30 cases of a striking epithelial reaction pattern","year":2019,"lang":"en","type":"article","venue":"Journal of Cutaneous Pathology","topic":"Skin and Cellular Biology Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Pathology; Epidermolytic hyperkeratosis; Eosinophilic; Corneocyte; Hyperkeratosis; Keratin; Dyskeratosis; Dermatology; Keratosis; Immunohistochemistry; Medicine; Stratum corneum","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":[],"consensus_categories":[],"category_scores_codex":[0.0003168122,0.0001053806,0.0002544773,0.00009809823,0.00002876152,0.000005890136,0.0002037767,0.000203937,0.00009821111],"category_scores_gemma":[0.0001731071,0.00008859092,0.0001385055,0.00005897539,0.0001028229,0.000003377176,0.00004650053,0.000195479,0.00002513365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001440888,"about_ca_system_score_gemma":0.000108147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004317896,"about_ca_topic_score_gemma":0.000004877038,"domain_scores_codex":[0.9988984,0.0001880898,0.0004042691,0.0001728534,0.0001482403,0.0001881266],"domain_scores_gemma":[0.9990048,0.00006176819,0.0003817697,0.0002505222,0.0002441835,0.00005695349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002697664,0.00008070675,0.01292628,0.00002190004,0.00005032989,0.001135291,0.0000377431,0.00002122549,0.9774736,0.00001268311,0.00005344323,0.007917058],"study_design_scores_gemma":[0.001634747,0.006656879,0.00800963,0.00007075023,0.00009761992,0.1914588,0.0003992268,0.00005959216,0.7811553,0.0001661185,0.009997191,0.0002941359],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99779,0.0007053126,0.0005590092,0.0000840729,0.0004197985,0.00009820415,0.00001183538,0.000002663329,0.0003290572],"genre_scores_gemma":[0.998706,0.000426726,0.0001230034,0.00005612373,0.0002977226,0.000001343991,0.00001875998,0.00001424817,0.0003560518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1963182,"threshold_uncertainty_score":0.3612633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01260286747837059,"score_gpt":0.2629395538162994,"score_spread":0.2503366863379288,"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."}}