{"id":"W1984911952","doi":"10.1016/j.radonc.2008.12.020","title":"Volumetric-modulated arc radiotherapy for carcinomas of the anal canal: A treatment planning comparison with fixed field IMRT","year":2009,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":200,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute for Oil Sands Innovation, University of Alberta","keywords":"Medicine; Nuclear medicine; Radiation therapy; Radiation treatment planning; Radiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009889772,0.0001875396,0.000655328,0.0001392273,0.000124502,0.000008570334,0.00008098233,0.0001516389,0.00003939943],"category_scores_gemma":[0.00001306394,0.0001087109,0.000150052,0.0003074732,0.00009426644,0.00002555382,0.000003728102,0.0001381442,8.103476e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004006166,"about_ca_system_score_gemma":0.0002519713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008350611,"about_ca_topic_score_gemma":0.0008512738,"domain_scores_codex":[0.9990233,0.00006192228,0.0002689662,0.0002489849,0.0001347392,0.0002620925],"domain_scores_gemma":[0.9992689,0.0002232432,0.0001447779,0.0001883251,0.00006280137,0.0001119626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01454305,0.0009910793,0.705461,0.00006795779,0.0008690559,0.00008208849,0.004792094,0.0002777971,0.05325272,0.0002613053,0.002317837,0.217084],"study_design_scores_gemma":[0.01446457,0.05548065,0.8174489,0.000094083,0.0003314617,0.000413733,0.0003521207,0.01545941,0.01056887,0.00005391438,0.08504287,0.0002894301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987651,0.006820435,0.001198411,0.003060652,0.00009008407,0.0007151602,0.000008367806,0.00002438666,0.0004315367],"genre_scores_gemma":[0.9955093,0.0002433033,0.002054863,0.001431108,0.0002041388,0.00002063316,0.0000098654,0.0000150117,0.0005117612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2167945,"threshold_uncertainty_score":0.4433102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02851939766593657,"score_gpt":0.3228296599790119,"score_spread":0.2943102623130753,"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."}}