{"id":"W2606040872","doi":"10.1002/acm2.12082","title":"<scp>MLC</scp>‐based penumbra softener of <scp>EDW</scp> borders to reduce junction inhomogeneities","year":2017,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Penumbra; Imaging phantom; Materials science; Physics; Optics; 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":[0.0002120687,0.0003211324,0.0001597612,0.0003014076,0.0001421155,0.000296312,0.0003328453,0.0002114006,0.002540838],"category_scores_gemma":[0.0002880883,0.0002317912,0.0002126987,0.0002025334,0.0002402818,0.000235422,0.0004067173,0.0005457966,0.0004137334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000171436,"about_ca_system_score_gemma":0.0003052788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003779781,"about_ca_topic_score_gemma":0.0006344489,"domain_scores_codex":[0.999854,0.0000127302,0.000009124159,0.00003242244,0.00007465141,0.00001708158],"domain_scores_gemma":[0.9997584,0.0000403918,0.00007157935,0.00006098957,0.00004036284,0.00002821451],"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":[0.0001156451,0.00001957834,0.0002844995,0.00006652735,0.000007008161,0.00005828469,0.00003001054,0.0006020555,0.9863315,0.0002273911,0.0002279191,0.0120295],"study_design_scores_gemma":[0.00002640795,0.0002913743,0.006873301,0.000008486899,0.00001990825,0.0002919262,0.00001288585,0.002255891,0.9849527,0.00004615407,0.005211927,0.000008895067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8797292,0.000975028,0.1098458,0.0001255454,0.00005062788,0.0002015195,0.0002216368,0.001726169,0.007124487],"genre_scores_gemma":[0.9290815,0.0003068403,0.06197977,0.0001970701,0.00001529349,0.00008645088,0.0003136483,0.0005142423,0.007505259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002540838,"threshold_uncertainty_score":0.00849992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03082520444811336,"score_gpt":0.3714779504786503,"score_spread":0.340652746030537,"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."}}