{"id":"W4413276423","doi":"10.1016/j.oraloncology.2025.107602","title":"Patterns of referral and outcomes in oropharyngeal cancer management","year":2025,"lang":"en","type":"letter","venue":"Oral Oncology","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":"Referral; Medicine; Cancer; General surgery; Internal medicine; Family medicine","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":[0.00008129351,0.0001920172,0.001340197,0.00022505,0.00001636255,0.000002151165,0.00007425623,0.0003877191,0.0001900875],"category_scores_gemma":[0.000009553445,0.0001484276,0.00007044715,0.00008179989,0.00005433919,0.00001611949,0.0001472614,0.0006725668,0.000002934069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003147403,"about_ca_system_score_gemma":0.0001542668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001498519,"about_ca_topic_score_gemma":0.001850906,"domain_scores_codex":[0.9989009,0.00006103103,0.0003297992,0.0002939423,0.0001396581,0.0002746397],"domain_scores_gemma":[0.9995991,0.00007240186,0.0000927289,0.0001712629,0.00003526251,0.00002924512],"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":[0.0001298294,0.00007808194,0.2199072,0.001611249,0.0003334094,0.001774763,0.0001361792,9.5323e-8,0.000008187496,0.0000314408,0.7350597,0.04092993],"study_design_scores_gemma":[0.001966987,0.0005296941,0.2408815,0.0004194279,0.000230603,0.000006157556,0.00005211691,0.000001136794,0.00001214807,0.00002178823,0.7557758,0.0001026535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05705435,0.001294261,0.00000216462,0.917717,0.000974478,0.0005337789,0.0001041049,0.00001697003,0.02230283],"genre_scores_gemma":[0.03410602,0.006758828,0.000309423,0.907604,0.0006568523,0.0002760021,0.00009563292,0.00003071081,0.05016248],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04082727,"threshold_uncertainty_score":0.6052703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04799178734871749,"score_gpt":0.3851777356342355,"score_spread":0.337185948285518,"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."}}