{"id":"W2801530108","doi":"10.1007/s40136-018-0195-3","title":"Surgical Considerations in Advance Basal Cell Carcinoma, Cutaneous Squamous Cell Carcinoma, and Cutaneous Melanoma: a Head and Neck Perspective","year":2018,"lang":"en","type":"article","venue":"Current Otorhinolaryngology Reports","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Basal cell carcinoma; Skin cancer; Sentinel lymph node; Melanoma; Head and neck cancer; Occult; Cancer; Metastasis; Head and neck squamous-cell carcinoma; Otorhinolaryngology; Surgical margin; Lymphatic system; Biopsy; Oncology; Pathology; Surgery; Basal cell; Internal medicine; Breast cancer; Cancer research","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001777302,0.0005555514,0.001026136,0.000315237,0.0003405141,0.00004166595,0.00007769694,0.0002819058,0.000134935],"category_scores_gemma":[0.0002551465,0.0005366327,0.0001162608,0.00023163,0.00104506,0.0001470523,0.000273243,0.000751167,0.00001861119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003976049,"about_ca_system_score_gemma":0.0004425214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005767017,"about_ca_topic_score_gemma":0.0006914979,"domain_scores_codex":[0.9964767,0.0001627206,0.0008515139,0.001388137,0.0003297183,0.0007912259],"domain_scores_gemma":[0.9978164,0.0004103316,0.0003524681,0.0006889737,0.000351785,0.0003800753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003050001,0.000483878,0.9535769,0.0002102654,0.00002038422,0.04102657,0.002628051,0.000001225019,0.0003394689,0.0001447313,0.001060169,0.0002033658],"study_design_scores_gemma":[0.004202502,0.002690499,0.8348297,0.0000890919,0.000262134,0.1471721,0.0006766294,0.0001281241,0.002900914,0.001146011,0.005140143,0.0007621858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9523092,0.03706462,0.000009215557,0.0004660442,0.001197242,0.001155191,0.00002732619,0.00007411707,0.007697078],"genre_scores_gemma":[0.9980094,0.0002252127,0.0004728372,0.0001567569,0.0005828749,0.0001134015,0.00002147891,0.00006384339,0.0003541475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1187472,"threshold_uncertainty_score":0.9997085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0167911015188485,"score_gpt":0.2877705754090807,"score_spread":0.2709794738902322,"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."}}