{"id":"W4284964483","doi":"10.1002/hed.27139","title":"Association of post‐treatment longitudinal symptom severity clusters with subsequent survival in oropharyngeal cancer","year":2022,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Cluster (spacecraft); Longitudinal study; Retrospective cohort study; Cancer; Internal medicine; Pathology","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":[0.0001915889,0.00015452,0.0005473764,0.00008291377,0.0001112679,0.000004280398,0.0000502201,0.00003581473,0.0003359841],"category_scores_gemma":[0.00001627688,0.0001257569,0.00007264486,0.0002753701,0.00003055346,0.00004928956,0.00005743569,0.000176274,0.000003674038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002444942,"about_ca_system_score_gemma":0.000399928,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009586537,"about_ca_topic_score_gemma":0.01573285,"domain_scores_codex":[0.9985908,0.00009189906,0.0002538642,0.0002646184,0.0004878337,0.0003109552],"domain_scores_gemma":[0.999471,0.00005865953,0.0001175542,0.0001627221,0.0001093287,0.00008072404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00133377,0.0004582933,0.9935251,0.00009429886,0.0002407747,0.0001315854,0.001476595,0.0001044469,0.0005603403,0.00001383634,0.0005286905,0.001532208],"study_design_scores_gemma":[0.004288234,0.002263568,0.988666,0.0001091555,0.0001340632,0.00001788001,0.0005723848,0.0001128485,0.0004823487,0.000003142307,0.003220686,0.0001296956],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923548,0.0007795163,0.000001428011,0.004851659,0.0002872403,0.0004089008,0.0001032356,0.000023569,0.001189649],"genre_scores_gemma":[0.9978608,0.0003339597,0.00004211151,0.0003019667,0.00008408433,0.0001865999,0.00003716139,0.00001819568,0.001135122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006146307,"threshold_uncertainty_score":0.9970087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02780664572418871,"score_gpt":0.3050202996656342,"score_spread":0.2772136539414455,"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."}}