{"id":"W4417095804","doi":"10.1016/j.ijrobp.2025.11.064","title":"Precision in Practice: A Critical Overview of Recent Advances in Nasopharyngeal Cancer Management","year":2025,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Radiation therapy; Head and neck cancer; Tolerability; Clinical trial; Nasopharyngeal carcinoma; Life expectancy; Disease; Quality of life (healthcare); Systemic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04555746,0.001271709,0.002712767,0.005980738,0.002139406,0.008900209,0.004374529,0.005877114,0.003979653],"category_scores_gemma":[0.09334211,0.0008962867,0.001710073,0.004482863,0.007221631,0.0107899,0.006846967,0.009292205,0.0008577609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01011667,"about_ca_system_score_gemma":0.0198869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006117717,"about_ca_topic_score_gemma":0.0127754,"domain_scores_codex":[0.9735632,0.01147905,0.003605959,0.002028221,0.008413353,0.0009101989],"domain_scores_gemma":[0.8702354,0.100491,0.007118782,0.002582422,0.01663372,0.002938738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001615753,0.0001146138,0.005415955,0.01738874,0.0003206588,0.000398458,0.001699468,0.002070824,0.0003151282,0.03117939,0.05491819,0.886017],"study_design_scores_gemma":[0.0000884156,0.0008519562,0.0111762,0.08451094,0.0006004013,0.004018828,0.004329203,0.002984976,0.0009666361,0.09197438,0.7981388,0.0003593229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007920277,0.9196375,0.00586145,0.06832676,0.002374884,0.00003498828,0.00005585761,0.00006816589,0.00284834],"genre_scores_gemma":[0.03304089,0.915298,0.01836926,0.02262398,0.009722012,0.0001542705,0.0001238721,0.00007278111,0.0005949335],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04555746,"threshold_uncertainty_score":0.2409337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04007651369937906,"score_gpt":0.4540033823215075,"score_spread":0.4139268686221285,"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."}}