{"id":"W4411126237","doi":"10.1177/12034754251347554","title":"Hyperkeratotic Squamous Cell Carcinoma","year":2025,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Cancer and Skin Lesions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Basal cell; Dermatology; Carcinoma; Pathology; Oncology","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":[0.0003544196,0.0001314961,0.0006988443,0.000469425,0.0000720899,0.000008855211,0.00004782624,0.00007602169,0.0001921467],"category_scores_gemma":[0.000517413,0.00008809166,0.0001660589,0.00026092,0.0001216374,0.00003798568,0.00001543425,0.0003083877,0.000002561609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005210839,"about_ca_system_score_gemma":0.0004625333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003226252,"about_ca_topic_score_gemma":0.0000034373,"domain_scores_codex":[0.998749,0.00004162393,0.0006084705,0.0001153337,0.0002955978,0.0001899537],"domain_scores_gemma":[0.9981422,0.001081517,0.0001668393,0.0001549075,0.0002317826,0.0002227494],"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":[0.001724237,0.0004057093,0.2788812,0.001048782,0.0001319989,0.02862458,0.001107331,0.00001004828,0.01338275,0.0001873726,0.6481531,0.02634294],"study_design_scores_gemma":[0.01319595,0.005154326,0.133708,0.004977118,0.004611657,0.2978011,0.006589422,0.0005146512,0.008906006,0.002498318,0.5210938,0.000949641],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619263,0.01378773,0.0001100318,0.009678012,0.0009071844,0.00008003987,9.333904e-7,0.00001053309,0.01349929],"genre_scores_gemma":[0.9920205,0.0009275271,0.00006527986,0.003804272,0.0005842582,7.756038e-7,0.00000154601,0.00001095081,0.002584875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2691765,"threshold_uncertainty_score":0.3592273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01904442093525305,"score_gpt":0.271658752808425,"score_spread":0.2526143318731719,"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."}}