{"id":"W2113953083","doi":"10.1120/jacmp.v5i1.1970","title":"A TCP‐NTCP estimation module using DVHs and known radiobiological models and parameter sets","year":2004,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alberta Heritage Foundation for Medical Research","keywords":"Computer science; Mathematics; Nuclear medicine; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006135469,0.0001856163,0.0005822724,0.00002905433,0.00007204936,0.00003022426,0.0001573635,0.0001710126,0.00003134824],"category_scores_gemma":[0.00006760324,0.0001352137,0.0001392798,0.00008872398,0.0004121253,0.0002055002,0.00006764539,0.0007530269,6.683256e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003377194,"about_ca_system_score_gemma":0.000114834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004973295,"about_ca_topic_score_gemma":7.374791e-8,"domain_scores_codex":[0.9983478,0.00005051255,0.0008074883,0.0002364195,0.0003427481,0.0002149992],"domain_scores_gemma":[0.9984974,0.0004952599,0.0004526033,0.0001412915,0.00006399854,0.0003495091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003656404,0.001005955,0.002196787,0.00002956411,0.000326666,0.00002018396,0.0002312426,0.01288268,0.0007539793,0.08763151,0.0001333948,0.8944224],"study_design_scores_gemma":[0.002580807,0.0003878729,0.0003255631,0.0001163491,0.00007727246,0.00002673381,0.00002332022,0.09239575,0.0007532037,0.9029101,0.0001723672,0.0002307318],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3831332,0.00007780589,0.6162693,0.0001771587,0.00006438728,0.0001067586,0.000002976935,0.00001479481,0.0001536577],"genre_scores_gemma":[0.8123679,0.0001152157,0.1865597,0.0003329131,0.0006000338,0.000003726154,0.000002270233,0.00001704089,0.00000120886],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8941917,"threshold_uncertainty_score":0.5513853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05096583049463396,"score_gpt":0.3803804772233377,"score_spread":0.3294146467287038,"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."}}