{"id":"W1980330674","doi":"10.1016/j.oraloncology.2012.10.004","title":"Symptom clusters in patients with head and neck cancer receiving concurrent chemoradiotherapy","year":2012,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"National Cancer Institute","keywords":"Medicine; Head and neck cancer; Chemoradiotherapy; Mucositis; Generalizability theory; Radiation therapy; Oncology; Nausea; Internal medicine; Dysphagia; Cancer; Surgery; Psychology","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":[0.00009240976,0.0001065614,0.0004437889,0.00004782392,0.00003279064,0.000002971394,0.00002415092,0.00006769553,0.00007999712],"category_scores_gemma":[0.00001213784,0.00007596215,0.00001582051,0.00009766044,0.00008488198,0.00007064106,0.00002062339,0.0001327963,0.00000375301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003556246,"about_ca_system_score_gemma":0.00009389844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002041846,"about_ca_topic_score_gemma":0.0006566053,"domain_scores_codex":[0.9992937,0.00003363839,0.0001351582,0.0001415776,0.00009006137,0.0003058754],"domain_scores_gemma":[0.9996878,0.00003649663,0.00004691087,0.00007217348,0.00003501172,0.0001216363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003612299,0.0002214801,0.8850293,0.00003222212,0.00003443704,0.000002780449,0.001136075,4.935886e-7,0.0000296194,0.00001005364,0.001170909,0.1119714],"study_design_scores_gemma":[0.007055845,0.00159158,0.9358041,0.0001453009,0.00002609932,0.000004498992,0.00006509021,0.00001400578,0.00003208942,7.810677e-7,0.05516888,0.00009167372],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935533,0.002312094,0.000003811028,0.002047242,0.0004032,0.0002648317,0.000003023101,0.00001611358,0.001396424],"genre_scores_gemma":[0.9971181,0.0005139654,0.0002983885,0.001736864,0.0001400093,0.00004472791,0.000004525772,0.00001376378,0.0001297181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1118797,"threshold_uncertainty_score":0.3097647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02703874742802231,"score_gpt":0.3490775039952013,"score_spread":0.322038756567179,"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."}}