{"id":"W4366602351","doi":"10.1001/jamanetworkopen.2023.8504","title":"Association of Radiotherapy Duration With Clinical Outcomes in Patients With Esophageal Cancer Treated in NRG Oncology Trials","year":2023,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Juravinski Cancer Centre","funders":"National Cancer Institute","keywords":"Medicine; Internal medicine; Oncology; Esophageal cancer; Clinical Oncology; Clinical trial; Radiation therapy; Association (psychology); Radiation oncology; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02466995,0.0003074501,0.001091015,0.0006448873,0.0003600936,0.001248675,0.000640893,0.000667644,0.001883803],"category_scores_gemma":[0.05014975,0.0002123552,0.002002152,0.00185662,0.0004752011,0.001214355,0.0006992389,0.001239417,0.0001057961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005625367,"about_ca_system_score_gemma":0.0009283274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004268977,"about_ca_topic_score_gemma":0.001206762,"domain_scores_codex":[0.9726629,0.01912962,0.00406106,0.001664807,0.001939884,0.0005417805],"domain_scores_gemma":[0.9373857,0.03282967,0.02494862,0.002200781,0.001291122,0.001344137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04523425,0.0003612278,0.9222742,0.001391405,0.007144758,0.000112527,0.0001947093,0.001297354,0.0007427885,0.0002479682,0.001014154,0.01998467],"study_design_scores_gemma":[0.006190267,0.0117565,0.9655885,0.0004381105,0.006302221,0.000590598,0.0002513837,0.002217685,0.001035843,0.0007764564,0.004808262,0.000044206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724625,0.02148281,0.001524282,0.0007102318,0.00009160214,0.0004103724,0.001576085,0.00002492084,0.001717321],"genre_scores_gemma":[0.9962904,0.0008645315,0.0008738739,0.0002549277,0.00007423172,0.0004930473,0.0009379734,0.00001180717,0.0001992574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02466995,"threshold_uncertainty_score":0.1304688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06776692233173372,"score_gpt":0.4405693217228859,"score_spread":0.3728023993911522,"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."}}