{"id":"W3092760753","doi":"10.7759/cureus.10989","title":"Patient Outcomes With Dose Escalation Using Modern Radiotherapy Techniques: A Retrospective Review of Anal Cancer Treated at a Large Academic Institution Between 2010 and 2016","year":2020,"lang":"en","type":"review","venue":"Cureus","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Kelowna General Hospital","funders":"","keywords":"Medicine; Anal cancer; Radiation therapy; Cancer; Retrospective cohort study; Univariate analysis; Multivariate analysis; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009178722,0.0001677493,0.0004254362,0.001679827,0.0004838502,0.00084361,0.0004426103,0.0003000992,0.0009924812],"category_scores_gemma":[0.003948438,0.0002435921,0.0004634947,0.004294261,0.0004359103,0.0006405459,0.0006412098,0.000344118,0.0001711162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001181255,"about_ca_system_score_gemma":0.001433388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006088339,"about_ca_topic_score_gemma":0.01049847,"domain_scores_codex":[0.9987432,0.0002046126,0.0004033234,0.000217697,0.0002997611,0.0001313036],"domain_scores_gemma":[0.994218,0.00084989,0.004000162,0.0001851895,0.0004827594,0.0002640004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005522214,0.0000126787,0.9941477,0.0001745086,0.00005484494,0.0003472615,0.0002414976,0.00004165628,0.0001554254,0.00001595654,0.0001777666,0.004575464],"study_design_scores_gemma":[0.00000521706,0.00008856497,0.9935225,0.0001360554,0.0000920764,0.003172036,0.001316893,0.00005712232,0.0001734929,0.00001227528,0.001416227,0.000007583094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9902285,0.007865795,0.0001350847,0.0001094118,0.000007142063,0.00003486596,0.000956362,0.000006878523,0.0006558294],"genre_scores_gemma":[0.995314,0.003722978,0.0001475957,0.0000767531,0.00001261832,0.00002619117,0.000599005,0.000004883186,0.00009612144],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006088339,"threshold_uncertainty_score":0.01210582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05355080591957597,"score_gpt":0.3660989486854954,"score_spread":0.3125481427659194,"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."}}