{"id":"W1553528099","doi":"10.1002/0471732877.emd223","title":"Radiotherapy Treatment Planning, Optimization of","year":2006,"lang":"en","type":"other","venue":"Encyclopedia of Medical Devices and Instrumentation","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Cancer Foundation","funders":"","keywords":"Radiation treatment planning; Radiation therapy; Computer science; Medical physics; Process (computing); Management science; Medicine; Engineering; Radiology; Programming language","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005728944,0.0001831354,0.0003382277,0.000130613,0.00001676821,0.000006269686,0.0001004417,0.0001474355,0.002497915],"category_scores_gemma":[0.000002256114,0.0001516199,0.00005403821,0.00007531718,0.00009575523,0.00005739845,0.00001090186,0.00006507419,1.620689e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002136226,"about_ca_system_score_gemma":0.00006702472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652429,"about_ca_topic_score_gemma":0.00001845846,"domain_scores_codex":[0.9990374,0.00003120017,0.000322447,0.0001803356,0.0003277929,0.0001007653],"domain_scores_gemma":[0.9993168,0.00002854258,0.0004589907,0.0001138266,0.00001408273,0.00006777566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004412718,0.0005376905,0.08657469,0.0003690541,0.0006558101,0.000002561434,0.0007948721,0.0007461556,0.00004979219,0.004790253,0.07947624,0.8259587],"study_design_scores_gemma":[0.002287392,0.0005225549,0.0007354993,0.000829995,0.0001070784,0.000001264202,0.0001659219,0.005432366,0.0004625759,0.0002562376,0.9888222,0.0003768853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001548537,0.006093483,0.5014714,0.0002326453,0.0003277683,0.000768045,0.0001616408,0.0001090472,0.4892875],"genre_scores_gemma":[0.02113291,0.09140422,0.6545364,0.0003428237,0.005180738,0.0004171688,0.004247142,0.001393211,0.2213454],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.909346,"threshold_uncertainty_score":0.9984139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006615211778295155,"score_gpt":0.2910510880750365,"score_spread":0.2844358762967414,"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."}}