{"id":"W4414816710","doi":"10.1016/j.radonc.2025.111165","title":"Outcomes and level of evidence in radiation therapy research and different categories of radiotherapy innovations: an ESTRO-VBRO bibliometrics analysis of the literature","year":2025,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"Universiteit Gent","keywords":"Radiation therapy; Reimbursement; Bibliometrics; MEDLINE; Critical appraisal","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","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.09302103,0.001868991,0.01095292,0.2686706,0.002163985,0.01095587,0.0026687,0.002690222,0.006254902],"category_scores_gemma":[0.4324743,0.001353286,0.01151711,0.2451915,0.003322192,0.007756913,0.008521131,0.001602821,0.0006699382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01135158,"about_ca_system_score_gemma":0.0166375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004920245,"about_ca_topic_score_gemma":0.005982193,"domain_scores_codex":[0.8057785,0.04642182,0.08979109,0.007405805,0.04814591,0.002456796],"domain_scores_gemma":[0.4506437,0.4348142,0.0696096,0.00814678,0.03479077,0.001994945],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.001650366,0.000168715,0.124207,0.6616257,0.0286959,0.0007863141,0.007091783,0.001692882,0.001727014,0.006169887,0.006892771,0.1592917],"study_design_scores_gemma":[0.001282961,0.001111495,0.3994652,0.3750601,0.1051444,0.002790329,0.01584334,0.003995507,0.002321495,0.01543523,0.07707191,0.0004778467],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1962827,0.6808829,0.01145949,0.007377815,0.0005547799,0.01240302,0.07208193,0.0004302585,0.01852702],"genre_scores_gemma":[0.6832556,0.2229803,0.04161623,0.001625451,0.0004431037,0.02302207,0.0253456,0.0002425004,0.001469169],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.906979,"threshold_uncertainty_score":0.4919481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2070309512156156,"score_gpt":0.5091392212915647,"score_spread":0.3021082700759491,"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."}}