{"id":"W2782104550","doi":"10.1088/2057-1976/aaa4c6","title":"Comprehensive fluence delivery optimization with multileaf collimation","year":2018,"lang":"en","type":"article","venue":"Biomedical Physics & Engineering Express","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Calgary","funders":"","keywords":"Collimated light; Fluence; Materials science; Computer science; Optics; 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":[0.00002278101,0.000171006,0.0001588778,0.0000427233,0.00007279544,0.00002770199,0.0001518354,0.00004051292,0.00006818218],"category_scores_gemma":[0.000002436985,0.0001533086,0.00003404973,0.0002261261,0.0001458301,0.0002294962,0.00003323632,0.0001088463,0.000005236686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000360685,"about_ca_system_score_gemma":0.00002345019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002386212,"about_ca_topic_score_gemma":9.660917e-9,"domain_scores_codex":[0.9991809,0.00001069623,0.0001434066,0.0002270546,0.0002164078,0.0002215494],"domain_scores_gemma":[0.9994352,0.00004864061,0.00006516944,0.0002173837,0.0001425524,0.00009100146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005407317,0.0002233121,0.0003768073,0.00005481165,0.0001276724,0.000002815845,0.0004315693,0.2074877,0.7751951,0.002889466,0.0009288724,0.01222785],"study_design_scores_gemma":[0.0009361748,0.0002670434,0.0002611573,0.0001929746,0.0000259072,0.000001643334,0.0000426917,0.8276542,0.02942849,0.0002368359,0.1404106,0.0005421914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02642011,0.00002613263,0.9729586,0.00001581921,0.0001044284,0.000186337,0.00002539132,0.0002279706,0.00003518116],"genre_scores_gemma":[0.3118887,0.000003781605,0.6872104,0.00003877212,0.0006876138,0.00005117501,0.00006836919,0.00003596911,0.0000151852],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7457666,"threshold_uncertainty_score":0.6251744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006717822568823543,"score_gpt":0.2332787516773216,"score_spread":0.226560929108498,"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."}}