{"id":"W2044749363","doi":"10.1016/j.ijrobp.2008.06.322","title":"Calculation of Relative Output Factors for Electron Beams Shaped by Photon MLC using a Two-source Model","year":2008,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advancements in Photolithography Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cancer Care Ontario","funders":"","keywords":"Medicine; Electron; Photon; Computational physics; Optics; Nuclear physics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002408766,0.0002211435,0.000415207,0.000224419,0.00007428046,0.000007796701,0.000316256,0.0002063663,0.000005044184],"category_scores_gemma":[0.000120279,0.0002216003,0.0002464538,0.0001614516,0.0001415748,0.0004896297,0.0000271636,0.0003304438,4.922563e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007675943,"about_ca_system_score_gemma":0.0001334101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001563759,"about_ca_topic_score_gemma":9.693517e-7,"domain_scores_codex":[0.9985094,0.00007173327,0.0007777525,0.0001722664,0.0002370585,0.0002318079],"domain_scores_gemma":[0.9981279,0.0002944924,0.0008625134,0.0001109259,0.0005393847,0.00006477149],"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":[0.0004396217,0.0004606961,0.07133596,0.00002699068,0.001554674,0.000004390449,0.002814724,0.6298826,0.2626923,0.009052542,0.001032579,0.02070292],"study_design_scores_gemma":[0.002807267,0.0005807773,0.0007039126,0.00004799397,0.0001089558,0.00004260984,0.0000387408,0.8455916,0.1222536,0.02302426,0.00448616,0.0003140941],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4564137,0.0002147228,0.5426275,0.00002090828,0.0003282511,0.0001950186,0.00007009288,0.00005278056,0.00007706284],"genre_scores_gemma":[0.9586776,0.0003527465,0.04045321,0.00005490473,0.0002727705,0.00001733119,0.0001023592,0.00004706072,0.00002198719],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.502264,"threshold_uncertainty_score":0.9036598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02735085717323603,"score_gpt":0.3281953315353643,"score_spread":0.3008444743621282,"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."}}