{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001601797,0.00007820412,0.0002382019,0.0008800061,0.001709819,0.001385501,0.0005048835,0.002443695,0.005085501],"category_scores_gemma":[0.01507216,0.0002312115,0.0002531028,0.002692973,0.0004649958,0.0008396063,0.0008781934,0.001187436,0.0007321774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002588679,"about_ca_system_score_gemma":0.00300574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04224992,"about_ca_topic_score_gemma":0.1004822,"domain_scores_codex":[0.9973277,0.0008918973,0.0005127728,0.0001585912,0.0003411419,0.0007679167],"domain_scores_gemma":[0.99051,0.003355908,0.002113153,0.0002426649,0.001653216,0.00212507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001062151,0.00009784151,0.9553794,0.00003598616,0.00001693045,0.002807534,0.001110387,0.00007303899,0.0001828896,0.0003184157,0.02941135,0.01046002],"study_design_scores_gemma":[0.00003436628,0.00010277,0.9599664,0.0002179748,0.00002580897,0.005899936,0.01523172,0.00042267,0.0001613294,0.0009916372,0.01691324,0.0000321453],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7067947,0.001874424,0.0001098767,0.2554568,0.0007611494,0.00004171731,0.001156399,0.00002637398,0.03377862],"genre_scores_gemma":[0.9656389,0.0009456057,0.0002215751,0.02784402,0.0008050186,0.00004162875,0.0003224203,0.00002235741,0.004158513],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04224992,"threshold_uncertainty_score":0.08400798,"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."}}