{"id":"W2041384263","doi":"10.1118/1.4735840","title":"MO‐G‐213AB‐03: Simulations of Real‐Time Geometric and Dosimetic Verification System Using EPID","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"CancerCare Manitoba","funders":"","keywords":"Computer science; Image-guided radiation therapy; Medical imaging; Computer vision; Artificial intelligence; Algorithm; Mathematics; Nuclear medicine; 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":[0.0002445278,0.0003598123,0.0002452371,0.0002083391,0.0001490807,0.0002641134,0.0006206267,0.0004549209,0.002935383],"category_scores_gemma":[0.0007103829,0.0001762169,0.0002458617,0.000165265,0.0002180345,0.0002082847,0.0002434426,0.0002625738,0.0003173224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000391056,"about_ca_system_score_gemma":0.0004644607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004636641,"about_ca_topic_score_gemma":0.002784059,"domain_scores_codex":[0.9999212,0.00002127859,0.000003383512,0.00001165625,0.0000320839,0.00001046571],"domain_scores_gemma":[0.9997496,0.0001055364,0.00003314996,0.00003055933,0.00006757099,0.00001361544],"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":[0.000193271,0.00004528033,0.002550644,0.00009502679,0.00002431573,0.0001384674,0.00006992177,0.9781634,0.009449789,0.0007911865,0.0007524579,0.007726158],"study_design_scores_gemma":[0.00002403553,0.00004561155,0.0006430665,0.00000470257,0.000006890157,0.00002974563,0.000007203201,0.9921777,0.006140639,0.0001007402,0.0008151073,0.00000463737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.71533,0.0002249601,0.2655074,0.0001851754,0.00007396899,0.0001853799,0.001079916,0.005971233,0.01144194],"genre_scores_gemma":[0.9681235,0.00005917375,0.02919192,0.00002453539,0.000003554169,0.0001020658,0.0002492563,0.0001427664,0.002103187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004636641,"threshold_uncertainty_score":0.009819806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01757983836987893,"score_gpt":0.3004962437978733,"score_spread":0.2829164054279944,"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."}}