{"id":"W4224223488","doi":"10.1038/s41591-021-01662-6","title":"Cancer treatments should benefit patients: a common-sense revolution in oncology","year":2022,"lang":"en","type":"article","venue":"Nature Medicine","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Clinical Oncology; Quality of life (healthcare); Cancer; Internal medicine; Oncology; Common sense; Alternative medicine; Intensive care medicine; Pathology; Nursing","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":[0.0004402037,0.0001744671,0.0006496121,0.0003541964,0.0001394654,0.000005690461,0.0001789689,0.0002296443,0.0020098],"category_scores_gemma":[0.0001303164,0.0001814847,0.00006559217,0.0003679147,0.00007343492,0.0001400034,0.00009037439,0.0008191114,0.00004090067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002014538,"about_ca_system_score_gemma":0.00004857807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003535915,"about_ca_topic_score_gemma":0.001210736,"domain_scores_codex":[0.9985446,0.00002175329,0.0006253341,0.0004005029,0.00006802758,0.0003397743],"domain_scores_gemma":[0.9991688,0.00006335536,0.0003808041,0.0002620692,0.00003309092,0.00009195583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004568861,0.000697877,0.8028975,0.00002863895,0.0001191751,0.00004958667,0.001774989,0.0006549833,0.00001669754,0.1050782,0.04306037,0.04516514],"study_design_scores_gemma":[0.004203929,0.0007397994,0.4003871,0.00002825671,0.00001595583,0.000005064185,0.0001084543,0.0002822029,0.000008069996,0.0177861,0.5762083,0.0002267592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9164628,0.02565279,0.0000126877,0.00891513,0.002978187,0.0004236364,0.0004386645,0.00002979532,0.04508627],"genre_scores_gemma":[0.9898443,0.001312678,0.00004829694,0.006244682,0.0003890398,0.0001744854,0.0001160826,0.00002580861,0.001844626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5331479,"threshold_uncertainty_score":0.9989025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02969306523757931,"score_gpt":0.2977424474332176,"score_spread":0.2680493821956383,"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."}}