{"id":"W7133020396","doi":"","title":"Advances in Knowledge-based Planning for Radiotherapy with an Open Framework","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pipeline (software); Benchmark (surveying); Plan (archaeology); Radiation treatment planning; Automated planning and scheduling; Stereotactic radiotherapy; Precision 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003323829,0.001430182,0.001107216,0.0008346813,0.0006596354,0.002799741,0.003953984,0.002161759,0.006593251],"category_scores_gemma":[0.008817983,0.001091409,0.002123852,0.001103784,0.002704374,0.003273115,0.003864478,0.005552873,0.001841147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003034717,"about_ca_system_score_gemma":0.003633728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01564873,"about_ca_topic_score_gemma":0.01600013,"domain_scores_codex":[0.9976225,0.0008547414,0.00008609462,0.0004338496,0.0008953557,0.0001073407],"domain_scores_gemma":[0.9962623,0.002474225,0.0001712327,0.0006254473,0.0003217277,0.0001451276],"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":[0.0000503,0.00004144334,0.0003060126,0.0002984922,0.00007251134,0.00006119569,0.0001193209,0.8439749,0.0008402917,0.07065891,0.009238405,0.07433823],"study_design_scores_gemma":[0.00001438439,0.00002014672,0.00009625279,0.00007263401,0.00001521204,0.00003996523,0.00001941054,0.9186908,0.0006694049,0.06242428,0.01792048,0.00001702158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001973535,0.002258229,0.9859514,0.001619245,0.0001732908,0.00007234565,0.0003760321,0.001484764,0.00609113],"genre_scores_gemma":[0.192118,0.005424083,0.7888643,0.001332129,0.0004833296,0.0003894242,0.002180338,0.001723934,0.007484562],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01564873,"threshold_uncertainty_score":0.03111529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02117828347566212,"score_gpt":0.4294093425540328,"score_spread":0.4082310590783707,"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."}}