{"id":"W2791810062","doi":"10.1088/2057-1976/aab0db","title":"Evaluating the biological impact of increased scattered radiation in single and composite field radiation beams","year":2018,"lang":"en","type":"article","venue":"Biomedical Physics & Engineering Express","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Beam (structure); Radiation; Optics; Linear particle accelerator; Photon; Field (mathematics); Materials science; Irradiation; Phase (matter); Physics; Nuclear physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007003633,0.000290467,0.0002898849,0.0006031199,0.0001160142,0.0003396033,0.0002156533,0.0002909381,0.001274053],"category_scores_gemma":[0.001075792,0.0002280383,0.0002890068,0.0002777221,0.0002803104,0.0002377406,0.0003113099,0.0002406128,0.0001365354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003111155,"about_ca_system_score_gemma":0.0001778826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005818684,"about_ca_topic_score_gemma":0.0006937925,"domain_scores_codex":[0.9996421,0.00009285965,0.00001439761,0.00004796481,0.0001744769,0.00002820553],"domain_scores_gemma":[0.999428,0.0003157396,0.00007440871,0.0000393304,0.0001011668,0.00004134388],"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":[0.00149765,0.0001039493,0.02008504,0.0002166607,0.0001207609,0.0002643257,0.00009911695,0.02277704,0.9368978,0.0004491052,0.00009683347,0.01739174],"study_design_scores_gemma":[0.00006830131,0.004090779,0.09330728,0.00003966644,0.0002114592,0.001257038,0.0001573105,0.04970783,0.8487366,0.0003980253,0.001989256,0.00003645082],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855015,0.001310286,0.012065,0.00002581324,0.00001438132,0.00003786676,0.00007309885,0.00006751485,0.0009045754],"genre_scores_gemma":[0.9920771,0.0003110261,0.006739226,0.00001890761,0.000003196108,0.00002008826,0.000076953,0.00003201558,0.0007215094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001274053,"threshold_uncertainty_score":0.00426209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946835656628367,"score_gpt":0.3250399476719513,"score_spread":0.3055715911056677,"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."}}