{"id":"W2981125718","doi":"10.1016/j.jss.2019.09.049","title":"Anal Squamous Cell Carcinoma: Radiation Therapy Alone Must Be Avoided","year":2019,"lang":"en","type":"article","venue":"Journal of Surgical Research","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Basal cell; Medicine; Radiation therapy; Oncology; Anal cancer; Radiology; Internal medicine; Cancer","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002197934,0.000126181,0.0004530639,0.0004699822,0.00009063874,0.00004368113,0.0001844051,0.0001277988,0.001772695],"category_scores_gemma":[0.0001681491,0.00008481149,0.0003132051,0.0006194042,0.0001029743,0.0001381506,0.00005809554,0.00121926,0.0001221341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989123,"about_ca_system_score_gemma":0.0004437386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000082286,"about_ca_topic_score_gemma":0.000003967012,"domain_scores_codex":[0.9969489,0.0002863799,0.0004737295,0.0001911171,0.001645047,0.0004548251],"domain_scores_gemma":[0.9976362,0.0007594714,0.0001390077,0.0001938915,0.0008116575,0.0004597685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0311434,0.003598894,0.6606761,0.0004651148,0.0001582725,0.01555808,0.001605217,0.00005572578,0.1912816,0.0005619886,0.04071676,0.05417886],"study_design_scores_gemma":[0.0314512,0.01722986,0.6891755,0.000103767,0.00006821309,0.00307837,0.001216719,0.001041012,0.05526535,0.0004532186,0.2005104,0.0004063422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771402,0.003110013,0.000001648722,0.005569447,0.0001592941,0.0002530917,0.000002863027,0.000007034822,0.01375644],"genre_scores_gemma":[0.9943873,0.0006348663,0.00002582236,0.0001237811,0.0007748423,0.000002368605,0.000005693174,0.00001888959,0.00402639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1597937,"threshold_uncertainty_score":0.9991398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07076724259789598,"score_gpt":0.358289663312702,"score_spread":0.287522420714806,"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."}}