{"id":"W1994566350","doi":"10.1088/0031-9155/50/23/003","title":"Robust optimization for intensity modulated radiation therapy treatment planning under uncertainty","year":2005,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"National Science Foundation","keywords":"Intensity (physics); Radiation treatment planning; Radiation therapy; Computer science; Medical physics; Nuclear medicine; Medicine; Physics; Radiology; Optics","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":[0.002252189,0.001207819,0.001635139,0.0008551613,0.0004058731,0.001043567,0.001032873,0.001662616,0.001906225],"category_scores_gemma":[0.005697087,0.001063153,0.001127917,0.001024258,0.001326049,0.0009415905,0.001459945,0.001351055,0.0004017741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001891266,"about_ca_system_score_gemma":0.001544113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009124628,"about_ca_topic_score_gemma":0.004275016,"domain_scores_codex":[0.9988669,0.0005686784,0.00003867263,0.0001450664,0.0003029578,0.00007774124],"domain_scores_gemma":[0.9981522,0.001396086,0.0002082566,0.0000604583,0.0001366036,0.00004642457],"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":[0.00001421069,0.000004049246,0.00003573215,0.00002190029,0.00001384975,0.00001296248,0.000009917037,0.9913489,0.0002001628,0.005339682,0.0002028619,0.00279582],"study_design_scores_gemma":[0.000004391925,0.000005957487,0.00002894983,0.000003555967,0.000002675796,0.000003447705,0.000001775732,0.9951302,0.00007487168,0.004475908,0.0002645806,0.000003678887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005536217,0.0006478205,0.9909368,0.0003858728,0.00003210253,0.00004250121,0.00008144198,0.0002308928,0.002106405],"genre_scores_gemma":[0.6214809,0.001278274,0.3687462,0.0002825093,0.0001825753,0.0006407219,0.0005012774,0.0005139221,0.006373554],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009124628,"threshold_uncertainty_score":0.01814306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1771115759274433,"score_gpt":0.3954987243715021,"score_spread":0.2183871484440588,"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."}}