{"id":"W2330589406","doi":"10.1007/978-3-319-22539-5_2","title":"Melanoma Epidemiology and Prevention","year":2015,"lang":"en","type":"review","venue":"Cancer treatment and research","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":148,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Melanoma; Epidemiology; Medicine; Cumulative risk; Host factors; Genetic predisposition; Incidence (geometry); Risk factor; Oncology; Phenotype; Genetics; Biology; Gene; Internal medicine; Immunology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008500718,0.0002139369,0.001159402,0.0003139559,0.0001140035,0.00001715708,0.00003771306,0.0002151714,0.0001449538],"category_scores_gemma":[0.00006548972,0.0001296518,0.0001297088,0.0001754356,0.000164551,0.00001709156,0.00008470873,0.0002447756,0.00005776701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005541046,"about_ca_system_score_gemma":0.0003622111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001950917,"about_ca_topic_score_gemma":0.00005227563,"domain_scores_codex":[0.9983791,0.0004460978,0.0002719394,0.0004332019,0.0001433547,0.0003262844],"domain_scores_gemma":[0.9991141,0.000222287,0.00007174048,0.0002268678,0.00008470164,0.0002803111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004044235,0.0000514298,0.00006637775,0.00356697,0.0003805797,0.00006510151,0.00004309422,1.563629e-8,1.193411e-7,0.0001093929,0.002328272,0.9933482],"study_design_scores_gemma":[0.0006414709,0.001373855,0.00002476937,0.002354137,0.0007894693,0.0003605563,0.00004364311,0.000003070576,6.819883e-7,0.0002318655,0.9940775,0.00009896563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001348979,0.9933806,0.000003471891,0.0003853112,0.0001498275,0.001562802,0.0000121374,0.00002646723,0.004344492],"genre_scores_gemma":[0.00002583617,0.9325678,0.00005590806,0.00001513308,0.0003168288,0.0006267095,0.00005915664,0.00002399109,0.06630867],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9932492,"threshold_uncertainty_score":0.5287046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4057868880102471,"score_gpt":0.5454081751851922,"score_spread":0.1396212871749452,"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."}}