{"id":"W2129695168","doi":"10.1177/1203475415588652","title":"Non-melanoma Skin Cancer in Canada Chapter 1: Introduction to the Guidelines","year":2015,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lynde Centre for Dermatology; University of Toronto; University of Calgary; Guenther Dermatology Research Centre; Western University","funders":"","keywords":"Medicine; Skin cancer; Actinic keratoses; Dermatology; Basal cell carcinoma; Grading (engineering); Basal cell; Melanoma; Cancer; Pathology; Cancer research; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0007508879,0.0001373034,0.0006242082,0.0002176628,0.00003397423,0.00000508486,0.0000647242,0.00002970511,0.0000962716],"category_scores_gemma":[0.0007673629,0.00007517283,0.00004642419,0.0002041318,0.00005632195,0.00004281859,0.00002577537,0.000220358,0.000001658288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003831842,"about_ca_system_score_gemma":0.001235799,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2567723,"about_ca_topic_score_gemma":0.4567293,"domain_scores_codex":[0.998381,0.00002478147,0.0007173655,0.0001340084,0.0005397226,0.0002030775],"domain_scores_gemma":[0.9986094,0.000222297,0.0002345124,0.0001533229,0.0005281672,0.0002523002],"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":[0.0006280982,0.00001399115,0.2268194,0.00003467151,0.0001126579,0.002182713,0.001191276,0.0001824246,0.0000941787,0.000004957516,0.7102042,0.05853142],"study_design_scores_gemma":[0.001393315,0.0006980856,0.09353979,0.001142398,0.0002162057,0.02320221,0.006099906,0.000166962,0.0002971572,0.00007069566,0.8729346,0.0002387139],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7418118,0.007710906,0.00001854916,0.2477821,0.002192988,0.000118462,0.000001850021,0.000002105701,0.0003612731],"genre_scores_gemma":[0.9833445,0.002696009,0.0000815219,0.006163866,0.007374689,0.000004799753,6.918224e-7,0.00001514716,0.0003187968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2416183,"threshold_uncertainty_score":0.7481769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04522544433721244,"score_gpt":0.301288160274337,"score_spread":0.2560627159371246,"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."}}