{"id":"W4240871863","doi":"10.1007/978-3-030-48363-0_19","title":"Non-melanoma Skin Cancer","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; University Health Network; University of Toronto","funders":"","keywords":"Melanoma; Medicine; Basal cell carcinoma; Skin cancer; Dermatology; Basal cell; Cancer; Incidence (geometry); Radiation therapy; Metastasis; Oncology; Pathology; Internal medicine; 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003526186,0.0004879106,0.0009661019,0.0001061713,0.00005696742,0.0000137687,0.0001463057,0.000325607,0.01102567],"category_scores_gemma":[0.000009369938,0.0004049103,0.0002955607,0.00003349598,0.0001275836,0.00002692047,0.000190429,0.0005420842,0.001938829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002898986,"about_ca_system_score_gemma":0.0003091598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001514131,"about_ca_topic_score_gemma":0.0001964685,"domain_scores_codex":[0.9983339,0.000002493274,0.0003578767,0.0006156649,0.0004227327,0.0002672719],"domain_scores_gemma":[0.9990218,0.00003688449,0.0001476233,0.0004620936,0.0001046575,0.0002269693],"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":[0.0003869401,0.00003966374,0.005851494,0.0009838663,0.002813223,0.001481728,0.0004170655,6.881025e-7,0.00006237279,0.04158604,0.8940458,0.05233112],"study_design_scores_gemma":[0.0009132412,0.0002878236,0.004496146,0.000544956,0.0004749098,0.00005203157,0.00001676448,0.000007892711,0.0003299052,0.0011055,0.9913022,0.0004686411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005366098,0.004252562,0.00003484797,0.005617471,0.0006399995,0.0005881037,0.00006824172,0.0001077479,0.9886374],"genre_scores_gemma":[0.008064317,0.002135068,0.0005890257,0.004351533,0.002500479,0.0000720873,0.00004809874,0.0001678186,0.9820716],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09725638,"threshold_uncertainty_score":0.9998403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02357650173903984,"score_gpt":0.275274813819956,"score_spread":0.2516983120809161,"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."}}