{"id":"W4405363773","doi":"10.1101/2024.02.21.24303162","title":"Risk of subsequent primary cancers among adult cancer survivors in Alberta","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Multiple and Secondary Primary Cancers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary","funders":"","keywords":"Oncology; Primary (astronomy); Cancer; Medicine; Internal medicine; Gerontology; Demography; Sociology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005086238,0.0005365077,0.00130788,0.0004848542,0.00003071353,0.00002253911,0.0003702877,0.0004979284,0.0007315997],"category_scores_gemma":[0.0001393516,0.0004785211,0.0004535418,0.0004037011,0.0002789791,0.00005641391,0.0005681238,0.0020979,0.00002522601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002040331,"about_ca_system_score_gemma":0.002903457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5633156,"about_ca_topic_score_gemma":0.4759935,"domain_scores_codex":[0.9967093,0.0001717043,0.0009968349,0.00100376,0.0005940868,0.0005242956],"domain_scores_gemma":[0.9979161,0.0001968688,0.0004429707,0.0009868954,0.0002007868,0.0002563738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003638131,0.00006831686,0.9831578,0.004552777,0.0006395745,0.0001633251,0.002424354,0.001978788,0.0006354302,0.00005161669,0.0009903256,0.004973878],"study_design_scores_gemma":[0.001524994,0.0001047237,0.9845667,0.003389071,0.0007395039,0.000008614244,0.0001402591,0.002380139,0.003469215,0.0003617014,0.002695482,0.0006195917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736931,0.006407501,0.000005287146,0.0008855436,0.002547516,0.001084718,0.0004053841,0.00006223393,0.01490872],"genre_scores_gemma":[0.9835498,0.01114507,0.000113935,0.0005674356,0.0003454237,0.0004015855,0.0002271635,0.000116689,0.003532917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08732218,"threshold_uncertainty_score":0.9997666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01494806832700149,"score_gpt":0.2718566675867448,"score_spread":0.2569085992597432,"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."}}