{"id":"W4417050750","doi":"10.3390/curroncol32120689","title":"Guidelines for Clinicians and Pathologists on Performing Skin Biopsies and Reporting on Suspected Cutaneous Squamous Cell Carcinoma","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal General Hospital; Jewish General Hospital; Centre hospitalier universitaire de Québec; Centre Hospitalier Universitaire de Sherbrooke; McGill University Health Centre","funders":"Regeneron Pharmaceuticals","keywords":"Dermatopathology; Skin cancer; Biopsy; Basal cell carcinoma; Incidence (geometry); Medical diagnosis; Skin biopsy; Mohs surgery; Basal cell","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004523508,0.0002387418,0.0007112797,0.0001988619,0.0002112446,0.00001321816,0.00005602054,0.0001573141,0.000006554656],"category_scores_gemma":[0.003970933,0.0001945861,0.00008368997,0.0001239835,0.0002303154,0.00001824013,0.0001111981,0.0002892452,0.000002348821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002278915,"about_ca_system_score_gemma":0.0001887418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002241626,"about_ca_topic_score_gemma":0.00008081241,"domain_scores_codex":[0.9979435,0.00005351546,0.0009897926,0.0005541863,0.0001124071,0.0003466284],"domain_scores_gemma":[0.9978605,0.0009396878,0.0005676155,0.0002526039,0.0003065514,0.00007307772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001193916,0.0004767492,0.6520934,0.0009109058,0.0000386945,0.0005617136,0.0008423592,0.000006387223,0.0005586727,0.0002773008,0.01290693,0.330133],"study_design_scores_gemma":[0.01047012,0.01333632,0.7363106,0.0008836922,0.0007859888,0.001816931,0.004471999,0.001866952,0.00887229,0.0007918781,0.2196193,0.0007739087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843141,0.005303562,0.0000529014,0.003434827,0.001524113,0.0007682875,0.00001814724,0.00005808956,0.004526016],"genre_scores_gemma":[0.9965621,0.000526521,0.001123475,0.0007103732,0.0004365997,0.0001109121,0.00001750878,0.0000202606,0.0004922539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3293591,"threshold_uncertainty_score":0.7934991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.219068581109075,"score_gpt":0.4782794659956326,"score_spread":0.2592108848865576,"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."}}