{"id":"W7101443373","doi":"10.1093/eurpub/ckaf161.936","title":"Changing burden of adult early-onset cancers: a population-based study","year":2025,"lang":"en","type":"article","venue":"European Journal of Public Health","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Epidemiology; Cancer; Incidence (geometry); Public health; Absolute risk reduction; Standardized rate; Excess mortality; Cancer incidence","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":[0.0004725541,0.0003734597,0.0003390737,0.001289879,0.0002902212,0.0005496929,0.0002954415,0.0004666303,0.001814308],"category_scores_gemma":[0.0009642297,0.0002122635,0.0004574519,0.002239665,0.0002249013,0.0005626053,0.0004485721,0.0003213164,0.0003268871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004816442,"about_ca_system_score_gemma":0.0003595282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01490605,"about_ca_topic_score_gemma":0.01774055,"domain_scores_codex":[0.9995437,0.0001221149,0.00005147418,0.0001348914,0.00006988381,0.0000779408],"domain_scores_gemma":[0.9992352,0.0001031944,0.0003119215,0.00005416709,0.0001377557,0.0001578573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005765684,0.00002026193,0.9986486,0.000026487,0.00005158271,0.0000862817,0.00007217491,0.00006785626,0.0001060277,0.000009733749,0.0001798234,0.0006735282],"study_design_scores_gemma":[0.00000275684,0.00002954783,0.9996668,0.000005062695,0.00001229941,0.0000610247,0.00006238648,0.00006262176,0.000008944359,0.000005201614,0.0000813587,0.000001947212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943867,0.0007565168,0.0001160817,0.00006691229,0.000008334102,0.00002235511,0.004084351,0.00000745984,0.0005512849],"genre_scores_gemma":[0.9978805,0.0002241794,0.00005039563,0.00002519391,0.00001989019,0.00002027711,0.001661267,0.00000177919,0.0001165991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01490605,"threshold_uncertainty_score":0.02963859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03404442346526004,"score_gpt":0.3121309798481864,"score_spread":0.2780865563829263,"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."}}