{"id":"W1964141539","doi":"10.1118/1.2031055","title":"Sci‐AM2 Sat ‐ 05: Dose verification for rotating multileaf collimator IMRT","year":2005,"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 British Columbia; BC Cancer Agency","funders":"","keywords":"Multileaf collimator; Collimator; Imaging phantom; Linear particle accelerator; Quality assurance; Rotation (mathematics); Dosimetry; Medical physics; Nuclear medicine; Computer science; Beam (structure); Physics; Optics; Medicine; Computer vision","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":[0.00265149,0.0005546736,0.0003094179,0.0006070504,0.0004337357,0.001106775,0.001160617,0.0005873977,0.009644062],"category_scores_gemma":[0.006242285,0.0003234867,0.0005984475,0.0005965465,0.0003808838,0.000634598,0.0006407217,0.0004950291,0.002184504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001188349,"about_ca_system_score_gemma":0.0009447212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001731122,"about_ca_topic_score_gemma":0.001706351,"domain_scores_codex":[0.9983965,0.0005961682,0.00007828614,0.0001350508,0.0007438641,0.00005011727],"domain_scores_gemma":[0.9977862,0.0007036827,0.0002280175,0.0006673125,0.0005283732,0.0000864226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003870391,0.0002533497,0.01573644,0.0007827749,0.0003280197,0.0004432252,0.0004002542,0.1954506,0.3678304,0.01193277,0.01505257,0.3879192],"study_design_scores_gemma":[0.0003317308,0.001315208,0.02237883,0.00009380199,0.0001013061,0.0009454351,0.00006557202,0.6105228,0.3193617,0.002244236,0.04250805,0.0001313089],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1224571,0.001327736,0.827161,0.0005804132,0.0002461694,0.0003902563,0.001753318,0.01764455,0.0284395],"genre_scores_gemma":[0.6388462,0.0001877714,0.3517267,0.0002675625,0.00005390927,0.0001639595,0.00184243,0.002411387,0.004500109],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009644062,"threshold_uncertainty_score":0.03226262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404408667096543,"score_gpt":0.3138768128357053,"score_spread":0.2998327261647399,"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."}}