{"id":"W7008575369","doi":"","title":"Constrained marker-based VMAT plan optimization towards real-time tumour tracking","year":2020,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Research Manitoba","keywords":"Fiducial marker; Visibility; Imaging phantom; Tracking (education); Radiation treatment planning; Software; Radiation therapy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008304133,0.0007589933,0.0004916586,0.0004894963,0.0001978738,0.0007059749,0.0007878296,0.0005593686,0.001088239],"category_scores_gemma":[0.002521375,0.0006134388,0.0006803916,0.0005763947,0.0003842935,0.0004369046,0.0007900685,0.0006240809,0.00027116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007617126,"about_ca_system_score_gemma":0.001069116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004257921,"about_ca_topic_score_gemma":0.003621028,"domain_scores_codex":[0.9995024,0.0001878243,0.00002023502,0.00007086545,0.0001825807,0.00003609453],"domain_scores_gemma":[0.9993823,0.0003191076,0.0001035045,0.00006504449,0.0001026595,0.00002739803],"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":[0.00006408231,0.00001871462,0.000268885,0.00003919209,0.00002664687,0.00002337757,0.00004729759,0.9736952,0.006391612,0.00165362,0.00041059,0.01736077],"study_design_scores_gemma":[0.000008985734,0.00002282076,0.0001695855,0.00000457431,0.000006460323,0.00001478025,0.000004205777,0.9956177,0.002635131,0.0006914232,0.0008184109,0.000005974144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03368384,0.0001847001,0.9634973,0.00005316589,0.00001728002,0.00006020401,0.00007314502,0.0007542958,0.001676088],"genre_scores_gemma":[0.4767069,0.0001541701,0.5191786,0.00009013538,0.00001667755,0.0002175717,0.0002476771,0.001075548,0.002312814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004257921,"threshold_uncertainty_score":0.008466244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128908214042059,"score_gpt":0.2227155917127129,"score_spread":0.2114265095722923,"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."}}