{"id":"W4294599622","doi":"10.1093/jjco/hyac142","title":"Association between tumor response to systemic therapy and patient-reported disease symptoms","year":2022,"lang":"en","type":"article","venue":"Japanese Journal of Clinical Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Lung cancer; Progressive disease; Clinical endpoint; Chemotherapy; Disease; Cancer; Response Evaluation Criteria in Solid Tumors; Gastroenterology; Oncology; Clinical trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004799417,0.00009759972,0.000792192,0.0001425175,0.00009178311,0.000009425605,0.0001022466,0.0000729056,0.0001370244],"category_scores_gemma":[0.004440904,0.00007515804,0.0002510106,0.0002340775,0.00003558081,0.00006033261,0.00007401023,0.0005562285,0.000004448476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000461905,"about_ca_system_score_gemma":0.00077913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003319281,"about_ca_topic_score_gemma":0.000008418948,"domain_scores_codex":[0.9959788,0.001577651,0.001489171,0.0001776181,0.0005895238,0.0001872395],"domain_scores_gemma":[0.9945019,0.003106567,0.001218034,0.0001728916,0.000375571,0.0006249975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03263414,0.000355232,0.9249453,0.00001015041,0.0003501102,0.0007042927,0.002101005,0.00001622717,0.0008127624,0.000003176315,0.0007061665,0.03736143],"study_design_scores_gemma":[0.004899522,0.01107902,0.9355541,0.0000342409,0.0002508412,0.0004955813,0.002135348,0.000009907924,0.00001677049,0.00004381051,0.04539505,0.00008581566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866537,0.0003325064,0.000005333782,0.01160765,0.00100405,0.0002885057,0.000008413124,0.00001442143,0.00008545211],"genre_scores_gemma":[0.9943702,0.00003184897,0.0000373812,0.00486905,0.000449154,0.00002488853,0.000002336979,0.00001308577,0.0002020258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04468888,"threshold_uncertainty_score":0.5316498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06226752679076012,"score_gpt":0.3988793092577603,"score_spread":0.3366117824670001,"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."}}