{"id":"W3182750708","doi":"10.3389/fonc.2021.700300","title":"Esophageal Cancer Radiotherapy Dose Escalation Meta Regression Commentary: “High vs. Low Radiation Dose of Concurrent Chemoradiotherapy for Esophageal Carcinoma With Modern Radiotherapy Techniques: A Meta-Analysis”","year":2021,"lang":"en","type":"letter","venue":"Frontiers in Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; Western University; London Health Sciences Centre","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Radiation therapy; Chemoradiotherapy; Esophageal cancer; Meta-analysis; Oncology; Carcinoma; Cancer; Internal medicine; Radiology; Nuclear medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008357607,0.001223356,0.007823298,0.001701907,0.0001475189,0.0000560242,0.0005105757,0.00142099,0.0009135089],"category_scores_gemma":[0.00002687688,0.0008510423,0.002665641,0.00132665,0.0004759132,0.0002085356,0.00004684901,0.001783559,2.950675e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004999598,"about_ca_system_score_gemma":0.001626782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602201,"about_ca_topic_score_gemma":0.0002464303,"domain_scores_codex":[0.993526,0.001130998,0.001408841,0.001627932,0.001225507,0.001080705],"domain_scores_gemma":[0.9962262,0.0004838677,0.001303805,0.00122634,0.0004597347,0.0003000635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.008795496,0.001515603,0.0142441,0.001198383,0.3433171,0.002489755,0.001041385,0.00070096,0.0001456767,0.00001211819,0.5586666,0.06787285],"study_design_scores_gemma":[0.07122572,0.02531359,0.006395814,0.000353877,0.5594371,0.0002329897,0.0001346425,0.03232238,0.01688268,0.0003644552,0.2845918,0.002744961],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.002625986,0.5463005,0.08917289,0.3481217,0.001204448,0.01050681,0.001874716,0.0001585958,0.00003429365],"genre_scores_gemma":[0.1042714,0.05911987,0.2594024,0.5176101,0.008061774,0.02512335,0.02166355,0.001036316,0.003711301],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4871807,"threshold_uncertainty_score":0.9999998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04439604639533602,"score_gpt":0.3601305999985114,"score_spread":0.3157345536031754,"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."}}