{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001434943,0.0009990409,0.0018625,0.004358087,0.0002952021,0.001384599,0.0006383008,0.00124149,0.008006872],"category_scores_gemma":[0.00428728,0.0005037611,0.001452861,0.003775175,0.0004625152,0.00148345,0.001102657,0.00160188,0.000955223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001252201,"about_ca_system_score_gemma":0.00400446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007104015,"about_ca_topic_score_gemma":0.01638047,"domain_scores_codex":[0.9991869,0.0002511802,0.0001763023,0.0001144819,0.0002062362,0.00006490928],"domain_scores_gemma":[0.9984037,0.0008340483,0.0004137642,0.00003766497,0.0002372367,0.0000737037],"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":[0.0001100466,0.00008592758,0.001484086,0.08858114,0.0006155253,0.0001175472,0.00009954075,0.0002733425,0.0002092784,0.002155358,0.03938436,0.8668838],"study_design_scores_gemma":[0.0001347215,0.0002173232,0.008576999,0.1338309,0.004368521,0.001559871,0.0002992816,0.0002256772,0.0002863217,0.003630537,0.8468159,0.00005383191],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007108866,0.9988159,0.00004006264,0.0003019645,0.0001734554,0.00000826105,0.0000378189,0.000003149164,0.0005483424],"genre_scores_gemma":[0.001194129,0.9978192,0.0001137125,0.0003421894,0.0002088826,0.000009099105,0.00003971647,8.576467e-7,0.0002722935],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008006872,"threshold_uncertainty_score":0.02678567,"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."}}