{"id":"W2736456990","doi":"10.1088/2057-1739/aa7dec","title":"Predictive modeling of therapy induced secondary thyroid malignancies in childhood cancer survivors","year":2017,"lang":"en","type":"article","venue":"Convergent Science Physical Oncology","topic":"Multiple and Secondary Primary Cancers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fields Institute for Research in Mathematical Sciences; Princess Margaret Cancer Centre; University of Toronto; University of Waterloo","funders":"","keywords":"Medicine; Thyroid cancer; Oncology; Chemotherapy; Radiation therapy; Malignancy; Cancer; Internal medicine; Relative risk","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":[0.001569618,0.0005441362,0.0005842024,0.0007294349,0.0002215004,0.0008253719,0.0008622602,0.0007807606,0.001120938],"category_scores_gemma":[0.004356626,0.0004155823,0.001202,0.0005091815,0.0005124486,0.0003826148,0.0005208811,0.0007239098,0.0001161452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001197675,"about_ca_system_score_gemma":0.001014016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01538415,"about_ca_topic_score_gemma":0.006907684,"domain_scores_codex":[0.9996251,0.0001524643,0.00001856821,0.00008835163,0.00005893003,0.00005646889],"domain_scores_gemma":[0.9970059,0.002359578,0.0003682013,0.00009217507,0.0001153641,0.00005871332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001947071,0.00001282646,0.005849672,0.00001455767,0.00002431407,0.00005192387,0.00001050744,0.9914596,0.0002430268,0.0008543381,0.0001079461,0.001351884],"study_design_scores_gemma":[0.000005284305,0.0000176161,0.001913069,0.000004750102,0.00001544662,0.00002679249,0.000008723179,0.9964632,0.0002547457,0.001131564,0.0001540038,0.000004720352],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8811039,0.001024062,0.1126835,0.0009871061,0.00004499851,0.00007200246,0.0017851,0.0001635551,0.002135814],"genre_scores_gemma":[0.9926091,0.0003473398,0.00484552,0.00005885883,0.00001418037,0.00005764613,0.0008719208,0.00001605322,0.001179366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01538415,"threshold_uncertainty_score":0.03058922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04865250127660695,"score_gpt":0.3537129639222846,"score_spread":0.3050604626456777,"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."}}