{"id":"W2150693667","doi":"10.1259/bjr/26344684","title":"Evaluation of the trade-offs encountered in planning and treating locally advanced head and neck cancer: intensity-modulated radiation therapy<i>vs</i>dual-arc volumetric-modulated arc therapy","year":2012,"lang":"en","type":"article","venue":"British Journal of Radiology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northeast Cancer Centre; Health Sciences North","funders":"Cancer Care Ontario","keywords":"Arc (geometry); Radiation therapy; Head and neck cancer; Medicine; Head and neck; Dual (grammatical number); Cancer therapy; Radiation treatment planning; Intensity (physics); Medical physics; Cancer; Radiology; Internal medicine; Surgery; Optics; Engineering; 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":[0.004401005,0.0003409827,0.0002525556,0.0005825185,0.0001870404,0.001053739,0.0004312503,0.0005141145,0.001126988],"category_scores_gemma":[0.02144968,0.0002610439,0.0003380614,0.0006091989,0.0004673568,0.0007242807,0.0005801655,0.0003092489,0.0001526281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086607,"about_ca_system_score_gemma":0.00031839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006557201,"about_ca_topic_score_gemma":0.001112655,"domain_scores_codex":[0.9974815,0.001285691,0.0001730707,0.000210584,0.0007466983,0.000102462],"domain_scores_gemma":[0.986705,0.0108162,0.001612737,0.0002503734,0.0004082296,0.000207403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02414733,0.001386872,0.1861231,0.001054013,0.0005207576,0.0006351084,0.001100205,0.2445016,0.140674,0.001451366,0.0006193551,0.3977864],"study_design_scores_gemma":[0.001230881,0.04145166,0.5259995,0.0001510233,0.0007115669,0.007602591,0.001361377,0.294838,0.1174846,0.002968494,0.005923177,0.0002771181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892311,0.001405629,0.007269076,0.00007445624,0.00001249683,0.00005651193,0.00003983865,0.00003597884,0.001875027],"genre_scores_gemma":[0.9952893,0.0001415169,0.00426613,0.00001824143,0.00001404182,0.00002107719,0.00003821806,0.00002362975,0.0001879877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004401005,"threshold_uncertainty_score":0.02327496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01937550304386189,"score_gpt":0.3027234119171115,"score_spread":0.2833479088732496,"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."}}