{"id":"W4392005964","doi":"10.1055/s-0044-1779862","title":"A Comparison of Neoadjuvant versus Adjuvant Radiotherapy in the Management of Sinonasal Malignancy: A Single Quaternary Skull Base Unit Experience","year":2024,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Toronto Western Hospital","funders":"","keywords":"Skull; Radiation therapy; Malignancy; Medicine; Base (topology); Adjuvant radiotherapy; Unit (ring theory); Radiology; Surgery; Internal medicine; Psychology; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.001561075,0.000270736,0.001374244,0.0003108658,0.00003845807,0.00001902905,0.0002821756,0.0001694008,0.0005030371],"category_scores_gemma":[0.0001899618,0.0001560614,0.0005516284,0.0006511146,0.0003367025,0.0001249841,0.00006563771,0.0006767423,0.000007932902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004831515,"about_ca_system_score_gemma":0.0001380419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001286043,"about_ca_topic_score_gemma":0.000003056378,"domain_scores_codex":[0.9960203,0.0007329269,0.001709621,0.0003342106,0.000752231,0.0004507603],"domain_scores_gemma":[0.9958936,0.002939168,0.0004805144,0.0003310326,0.0001134696,0.0002422166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.06554093,0.02157482,0.50259,0.002027567,0.001074142,0.21365,0.00482109,0.001159949,0.05694886,0.001125301,0.01259449,0.1168928],"study_design_scores_gemma":[0.02038273,0.06486086,0.4033717,0.007099051,0.00135195,0.008031583,0.003253803,0.02012318,0.02144759,0.0003805118,0.4482841,0.001412941],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887242,0.004756375,0.00007949507,0.004709875,0.001103873,0.0002768855,0.00001158267,0.00002099671,0.000316656],"genre_scores_gemma":[0.9972064,0.001142033,0.0003409449,0.0009892998,0.0002387495,0.00001413257,0.000004981541,0.00002156871,0.00004184524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4356896,"threshold_uncertainty_score":0.6363997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1422949747583965,"score_gpt":0.380554946324165,"score_spread":0.2382599715657685,"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."}}