{"id":"W2145872695","doi":"10.1186/1748-717x-2-41","title":"Optimal organ-sparing intensity-modulated radiation therapy (IMRT) regimen for the treatment of locally advanced anal canal carcinoma: a comparison of conventional and IMRT plans","year":2007,"lang":"en","type":"article","venue":"Radiation Oncology","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Medicine; Radiation therapy; Regimen; Radiology; Carcinoma; Medical physics; Oncology; Surgery; Internal medicine","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":[0.0002363974,0.0001181736,0.0004398555,0.0001362247,0.00008014544,0.000003530213,0.0000431656,0.0001059211,0.00002886929],"category_scores_gemma":[0.00003754376,0.00008720384,0.00009922933,0.0001611737,0.0001147013,0.0000378572,0.000008257362,0.00007213168,4.891066e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003390593,"about_ca_system_score_gemma":0.0002249511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004415005,"about_ca_topic_score_gemma":0.0006248525,"domain_scores_codex":[0.9990498,0.0000332782,0.0004197122,0.0001801074,0.0001409333,0.0001761547],"domain_scores_gemma":[0.9989678,0.0003593584,0.0002860927,0.0001025419,0.0002037756,0.00008041791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01477288,0.001180916,0.7110611,0.00006157349,0.0005601396,0.00001896336,0.004196571,0.002042613,0.03865184,0.0004970682,0.0003248786,0.2266314],"study_design_scores_gemma":[0.008883446,0.007764743,0.9148572,0.00001310287,0.0001709169,0.00004703408,0.0007438455,0.034754,0.02653267,0.00002152034,0.006121148,0.00009037952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945415,0.00185362,0.001953391,0.000673291,0.0001538301,0.0006715322,0.00002548471,0.00001236933,0.0001150422],"genre_scores_gemma":[0.9987751,0.0002624473,0.000459244,0.00008128639,0.0001506519,0.00002234528,0.0001661533,0.00001010892,0.00007261276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.226541,"threshold_uncertainty_score":0.3556069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02716584360994774,"score_gpt":0.328630068859461,"score_spread":0.3014642252495133,"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."}}