{"id":"W2069732679","doi":"10.1118/1.3476136","title":"Poster — Thur Eve — 31: Optimum Frequency of Spatial Registration in Image Guided Radiation Therapy for TMI","year":2010,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Carleton University; Ottawa Hospital","funders":"","keywords":"Tomotherapy; Nuclear medicine; Margin (machine learning); Medicine; Radiation therapy; Imaging phantom; Radiology; Computer science","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":[0.0004581985,0.0002216891,0.0002306087,0.0002816498,0.0001369666,0.000341455,0.0002887289,0.0003174764,0.001877124],"category_scores_gemma":[0.0008451093,0.0001659634,0.0003136703,0.0002185836,0.0001740542,0.0002231783,0.0003156466,0.0002042694,0.0005705982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000273355,"about_ca_system_score_gemma":0.0002075108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004214487,"about_ca_topic_score_gemma":0.0006603345,"domain_scores_codex":[0.9997444,0.0000740601,0.0000129588,0.00004886519,0.00009330992,0.00002636788],"domain_scores_gemma":[0.9997469,0.00007822258,0.00006897545,0.0000509022,0.00003422474,0.00002076445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003222646,0.0003174666,0.01094555,0.0004607697,0.00008224945,0.0001522137,0.0001197367,0.03522319,0.8714068,0.0004551634,0.0008594072,0.0767548],"study_design_scores_gemma":[0.0001258747,0.005896499,0.07339408,0.00004831308,0.0002389654,0.001705174,0.00005894121,0.08621523,0.8256245,0.0004191967,0.006225831,0.00004738883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9465117,0.002313548,0.04649201,0.00009258014,0.00003781487,0.0000712914,0.0001111744,0.0004282872,0.003941604],"genre_scores_gemma":[0.9861513,0.0002583609,0.01228663,0.00001962257,0.00001530401,0.00001743651,0.00009343852,0.00009881356,0.001059104],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.001877124,"threshold_uncertainty_score":0.006279647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136723445623986,"score_gpt":0.3063675424976171,"score_spread":0.2950003080413772,"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."}}