{"id":"W2981779034","doi":"10.1002/acm2.13280","title":"Verification of the delivered patient radiation dose for non‐coplanar beam therapy","year":2021,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Imaging phantom; Radiation treatment planning; Quality assurance; Computer science; Nuclear medicine; Linear particle accelerator; Radiation therapy; Beam (structure); Medical physics; Simulation; Optics; Physics; Medicine; Radiology","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":[0.00112562,0.0005185012,0.000420057,0.0004748608,0.0003436248,0.0005818923,0.0007525259,0.0004455124,0.006213272],"category_scores_gemma":[0.003674949,0.0002902295,0.0006317885,0.0003574164,0.000326376,0.0003720884,0.0005274998,0.0005545436,0.001362754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007108048,"about_ca_system_score_gemma":0.0009311833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187058,"about_ca_topic_score_gemma":0.001295059,"domain_scores_codex":[0.9991985,0.0001417022,0.00007174457,0.0001428645,0.0004122063,0.00003295283],"domain_scores_gemma":[0.9983038,0.0006711577,0.0003034651,0.0003320973,0.000348946,0.00004057965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00221672,0.0005096546,0.03188305,0.001306911,0.0001862854,0.0004810839,0.0007835857,0.05392328,0.6023299,0.002138123,0.004968524,0.299273],"study_design_scores_gemma":[0.0001652267,0.001629714,0.06250847,0.00008421655,0.0001587207,0.002068207,0.0001063615,0.08490654,0.8331674,0.0006009924,0.01450034,0.0001038331],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4847989,0.00125192,0.49792,0.0002241941,0.0001416963,0.0005885042,0.001493916,0.005674271,0.007906527],"genre_scores_gemma":[0.8677544,0.0004009483,0.1239087,0.00009071448,0.00001688606,0.000303058,0.00188834,0.001901436,0.003735458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006213272,"threshold_uncertainty_score":0.02078551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02077650755871729,"score_gpt":0.3358525023806545,"score_spread":0.3150759948219372,"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."}}