{"id":"W4412319788","doi":"","title":"A biological modeling based comparison of two strategies for adaptive radiotherapy of bladder cancer","year":2016,"lang":"en","type":"article","venue":"","topic":"Mathematical Biology Tumor Growth","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Bladder cancer; Radiation therapy; Computer science; Environmental science; Cancer; Medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002875804,0.0001452032,0.0005769937,0.00005041038,0.0000204201,0.000003357835,0.0001720318,0.00009454831,0.000779196],"category_scores_gemma":[0.000168617,0.00007217746,0.0001320273,0.00006224667,0.0001949212,0.00004390501,0.00001862963,0.00004506097,0.000001363247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002559973,"about_ca_system_score_gemma":0.00008735857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002726898,"about_ca_topic_score_gemma":0.00003085221,"domain_scores_codex":[0.9989161,0.00006852204,0.0005187856,0.0001887284,0.0001075392,0.0002003144],"domain_scores_gemma":[0.9977129,0.001667729,0.0002092875,0.0002071265,0.0001632589,0.00003968701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002684248,0.0003362524,0.0009855751,0.0001283735,0.000142298,1.748177e-7,0.0002528846,0.0002124537,0.0697278,0.9269416,0.0003862015,0.000617938],"study_design_scores_gemma":[0.001864676,0.0005626369,0.00001597074,0.0001325275,0.00004139124,4.962758e-7,0.0005202465,0.2762901,0.05206881,0.6683239,0.00001415667,0.0001650595],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2952805,0.00009106613,0.7030686,0.0001522939,0.00002050396,0.0003213922,0.00003914227,0.00003493592,0.0009916124],"genre_scores_gemma":[0.8249741,0.000006244259,0.1748287,0.00003217141,0.00002328612,0.00007264414,7.87919e-7,0.00001205418,0.00004997194],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5296937,"threshold_uncertainty_score":0.853165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.224912636639948,"score_gpt":0.4274066608500903,"score_spread":0.2024940242101423,"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."}}