{"id":"W1992832398","doi":"10.1016/j.radonc.2010.08.009","title":"Design of and technical challenges involved in a framework for multicentric radiotherapy treatment planning studies","year":2010,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Medizinische Universität Wien; Universität Wien","keywords":"Quality assurance; Radiation treatment planning; Radiation therapy; Medical physics; Quality (philosophy); Computer science; Set (abstract data type); Medicine; Radiology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006532809,0.0006284221,0.0009809289,0.0007076699,0.001675349,0.003771787,0.002939971,0.00130727,0.006918704],"category_scores_gemma":[0.008705901,0.0009282668,0.0009578536,0.0008762,0.001442961,0.003021061,0.003163616,0.001974358,0.001526227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001479406,"about_ca_system_score_gemma":0.003244015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002533961,"about_ca_topic_score_gemma":0.003781552,"domain_scores_codex":[0.9972,0.00128294,0.0001206262,0.0002933629,0.000948255,0.000154732],"domain_scores_gemma":[0.9961876,0.001522479,0.0002848641,0.0009230496,0.000844498,0.0002374495],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002513368,0.0001743226,0.001539803,0.0004532578,0.00011141,0.0002305537,0.0009156535,0.4986809,0.01961436,0.3322703,0.003739744,0.1420182],"study_design_scores_gemma":[0.00009256893,0.0003526833,0.001768706,0.0002026907,0.0001021807,0.0004991822,0.0006507813,0.7760093,0.01349024,0.1579473,0.04874834,0.0001360366],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003758202,0.0001591588,0.9914815,0.0002705158,0.00002747793,0.000173847,0.0000643591,0.0003622987,0.00370265],"genre_scores_gemma":[0.1407898,0.000224362,0.8561065,0.0001147576,0.00003736244,0.0005305933,0.0001168027,0.0004713246,0.001608681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9934672,"threshold_uncertainty_score":0.03454918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05885116145533439,"score_gpt":0.3910968947102118,"score_spread":0.3322457332548774,"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."}}