{"id":"W4406690075","doi":"10.1159/000543554","title":"Trop2 Expression in Correlation to the Molecular Subtype in Vulvar Squamous Cell Carcinomas","year":2025,"lang":"en","type":"article","venue":"Pathobiology","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Vancouver General Hospital; University of British Columbia","funders":"Universität Leipzig","keywords":"Immunohistochemistry; Medicine; Targeted therapy; Monoclonal antibody; Cancer; Cancer research; Vulvar cancer; Immunotherapy; Oncology; Antibody; Pathology; Internal medicine; Immunology","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":[0.0006059032,0.00009762637,0.0002046901,0.0002796418,0.00002539882,0.000005665318,0.0001761302,0.0001591867,0.00007056507],"category_scores_gemma":[0.0003497794,0.00006986772,0.00003257463,0.000537361,0.000036468,0.00001400124,0.0000761591,0.0003912501,0.0001003073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001664169,"about_ca_system_score_gemma":0.000178779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003037878,"about_ca_topic_score_gemma":0.0002768306,"domain_scores_codex":[0.9986184,0.0004343615,0.0002309915,0.0002889873,0.0001188359,0.0003084839],"domain_scores_gemma":[0.9993247,0.0001952827,0.00002597545,0.000364777,0.00004340335,0.00004587725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004322137,0.0002176391,0.5518435,0.0001105331,0.000002197195,0.0004970956,0.00183536,0.0003780347,0.4374197,0.000517099,0.003065916,0.003680685],"study_design_scores_gemma":[0.00400461,0.001335317,0.8681362,0.0002478739,0.00002641485,0.00004658517,0.001024493,0.001432541,0.08038273,0.0006495692,0.0424578,0.0002559034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985622,0.001261103,0.001254623,0.002247454,0.000225881,0.0007900588,0.000004879397,0.0000156218,0.008578357],"genre_scores_gemma":[0.9976512,0.00002164099,0.0003263944,0.001386022,0.00004054434,0.0001355058,0.00002952002,0.000009821098,0.000399308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.357037,"threshold_uncertainty_score":0.2849123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01731538611486751,"score_gpt":0.3228786584515315,"score_spread":0.305563272336664,"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."}}