{"id":"W4410883674","doi":"10.1016/j.clon.2025.103886","title":"Quality Indicators and Benchmarks for Radiotherapy in Lung Cancer: A Modified Delphi Approach","year":2025,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Lung cancer; Radiation therapy; Delphi method; Delphi; Quality (philosophy); Medical physics; Oncology; Internal medicine; Statistics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2669604,0.001966709,0.001828988,0.01193821,0.00451386,0.00514456,0.003093178,0.002694423,0.002561155],"category_scores_gemma":[0.1962118,0.001403086,0.002497418,0.009028697,0.007186874,0.005852873,0.01381681,0.003504404,0.0004412828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01609842,"about_ca_system_score_gemma":0.04171111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006169466,"about_ca_topic_score_gemma":0.006345428,"domain_scores_codex":[0.6330534,0.3258826,0.01798302,0.004059175,0.01504963,0.003972256],"domain_scores_gemma":[0.8423854,0.1187574,0.006993,0.004996427,0.0245588,0.002309069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008683578,0.0008575735,0.01072157,0.02301163,0.0006953106,0.001188319,0.3084388,0.02736985,0.007704167,0.1596128,0.01436099,0.4451705],"study_design_scores_gemma":[0.001189224,0.004420869,0.03028666,0.03869588,0.0007432567,0.001933489,0.3334087,0.08377634,0.008517905,0.3794201,0.1163057,0.001301967],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1596351,0.005757801,0.6683913,0.02877499,0.0005472391,0.1078473,0.0009558183,0.0003116802,0.02777883],"genre_scores_gemma":[0.3289602,0.002863018,0.6048007,0.002157476,0.00007898836,0.05971074,0.0003157983,0.00004385008,0.001069273],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2669604,"threshold_uncertainty_score":0.9039684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08129591391956507,"score_gpt":0.5139996135910873,"score_spread":0.4327036996715222,"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."}}