{"id":"W4413684534","doi":"10.1148/radiol.252512","title":"Middle Neck Involvement: New Layer of Risk Stratification in Nasopharyngeal Carcinoma","year":2025,"lang":"en","type":"editorial","venue":"Radiology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Risk stratification; Stratification (seeds); Nasopharyngeal carcinoma; General surgery; Radiology; Surgery; Medical physics; Internal medicine; Radiation therapy","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":[0.0002299055,0.0002313609,0.001088304,0.0002518673,0.00003272694,0.000003298075,0.0001448969,0.0007094984,0.00006749084],"category_scores_gemma":[0.0007001929,0.0002102494,0.0001159415,0.0002176044,0.00008793494,0.00002410083,0.00004843823,0.0007186947,0.00000939081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002214211,"about_ca_system_score_gemma":0.001475465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002601977,"about_ca_topic_score_gemma":0.001400414,"domain_scores_codex":[0.9983923,0.0001206328,0.000565886,0.0004278992,0.0002182725,0.0002750173],"domain_scores_gemma":[0.9986187,0.0005504519,0.0002357013,0.0003797756,0.000134726,0.00008066439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003579681,0.00007712107,0.01315505,0.0004871064,0.0001342303,0.00002346875,0.0007869812,0.000002014618,0.000233877,0.000146415,0.9824075,0.002188273],"study_design_scores_gemma":[0.006089201,0.00121026,0.07270903,0.0008322587,0.0004343055,0.000004541745,0.0001969736,0.00003814132,0.0006502167,0.0005985918,0.9169304,0.0003060382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.1472391,0.02556746,0.00002457211,0.0005449997,0.8181929,0.000865115,0.0003874952,0.0000499139,0.007128498],"genre_scores_gemma":[0.1931066,0.008311613,0.000531578,0.0001654537,0.7905,0.00009948778,0.001753656,0.00004624119,0.00548534],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.06547706,"threshold_uncertainty_score":0.8573723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0298868356919251,"score_gpt":0.2996267304607386,"score_spread":0.2697398947688135,"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."}}