{"id":"W4241549585","doi":"10.1007/bf03405307","title":"Burden of Malignancy After a Primary Skin Cancer: Recurrence, Multiple Skin Cancers and Second Primary Cancers","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Public Health","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Golder Associates (Canada); University of British Columbia","funders":"","keywords":"Skin cancer; Medicine; Cancer; Melanoma; Malignancy; Incidence (geometry); Dermatology; Primary cancer; Oncology; Internal medicine; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001239048,0.0002886527,0.001003495,0.0007193469,0.0001720152,0.00004584336,0.0002674031,0.0001590394,0.0006887669],"category_scores_gemma":[0.0002499057,0.0002660212,0.0001486793,0.0004992714,0.0005288174,0.0003096345,0.00003916731,0.0009033893,0.000001925287],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003968589,"about_ca_system_score_gemma":0.05167102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1781197,"about_ca_topic_score_gemma":0.6378834,"domain_scores_codex":[0.9971399,0.0001184375,0.0009695461,0.000339328,0.0004371137,0.0009957316],"domain_scores_gemma":[0.9955527,0.000130314,0.0007925528,0.0003595969,0.0005549562,0.002609867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00016273,0.00003145664,0.7022116,0.001634275,0.0004243122,0.0002865861,0.01015404,0.000007585848,0.0002115771,0.00008746125,0.03862594,0.2461624],"study_design_scores_gemma":[0.002285405,0.0004931082,0.7549701,0.0007428944,0.0000502551,0.0005824698,0.000886693,0.00001188076,0.00008554498,0.00004076477,0.2395923,0.0002586312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9537838,0.02944418,0.00002405272,0.0109295,0.001814103,0.0005147,0.0004456405,0.000007365496,0.003036713],"genre_scores_gemma":[0.9910579,0.002634848,0.00165891,0.003034981,0.001044802,0.00005178677,0.00001323839,0.00004827358,0.0004552552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4597637,"threshold_uncertainty_score":0.9999792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02140731996453159,"score_gpt":0.2761074559824567,"score_spread":0.2547001360179251,"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."}}