{"id":"W4414399096","doi":"10.1016/s0167-8140(25)04762-0","title":"JOINT RADIATION PLANNING PEER REVIEW IN HEAD AND NECK CANCER: A RETROSPECTIVE ANALYSIS OF QA RECOMMENDATIONS AND PATIENT OUTCOMES","year":2025,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Windsor Regional Hospital; Western University","funders":"","keywords":"Head and neck cancer; Radiation therapy; Retrospective cohort study; Contouring; Radiation treatment planning; Cancer; Quality assurance; Head and neck squamous-cell carcinoma","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":[0.005908621,0.0001923898,0.0003710742,0.001334497,0.0006895356,0.0009009908,0.0005280003,0.0003367751,0.0008024517],"category_scores_gemma":[0.02468709,0.00031816,0.0005112226,0.002528862,0.0006740016,0.0007865083,0.001020792,0.0005249505,0.0002264579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163802,"about_ca_system_score_gemma":0.001548336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006616819,"about_ca_topic_score_gemma":0.004798532,"domain_scores_codex":[0.9905566,0.004045391,0.001688681,0.001170687,0.002046959,0.0004915852],"domain_scores_gemma":[0.9623662,0.007563778,0.02289255,0.002494607,0.003350782,0.001332063],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006436915,0.00002721157,0.9947392,0.00003985752,0.00004575679,0.00008152418,0.0003556205,0.0000972138,0.00006377267,0.00001928671,0.0002329797,0.0042332],"study_design_scores_gemma":[0.00001480764,0.0003676782,0.9949242,0.00005641583,0.00006864599,0.0009451322,0.001087866,0.0005922679,0.0002473414,0.00004280249,0.001635755,0.00001712577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979038,0.0008068106,0.0003260453,0.00009464988,0.000006914159,0.00006026511,0.0002843967,0.00001087405,0.000506159],"genre_scores_gemma":[0.9992769,0.0002009233,0.0001531931,0.00003815585,0.000008760133,0.00003541063,0.000197092,0.000005000593,0.00008445183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9940914,"threshold_uncertainty_score":0.03124815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03689491169257202,"score_gpt":0.4061096367143429,"score_spread":0.3692147250217709,"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."}}