{"id":"W2055096486","doi":"10.1007/s00405-010-1377-x","title":"Head and neck squamous cell cancers: need for an organised time-bound surveillance plan","year":2010,"lang":"en","type":"article","venue":"European Archives of Oto-Rhino-Laryngology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Head and neck cancer; Head and neck; Medicine; Squamous cell cancer; Quality of life (healthcare); Head and neck squamous-cell carcinoma; Oncology; Cancer; Internal medicine; Surgery; Nursing","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":[0.0001203918,0.0002150539,0.0003548958,0.00009777254,0.0001066231,0.00001377583,0.0001808944,0.00004229382,0.0002498395],"category_scores_gemma":[0.00008933362,0.0001932827,0.00008736613,0.00004973499,0.0003512124,0.00007601979,0.0001036592,0.0001871558,0.0000858174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001384837,"about_ca_system_score_gemma":0.00006686609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001203388,"about_ca_topic_score_gemma":0.00009463545,"domain_scores_codex":[0.9987361,0.000148121,0.0002890801,0.0004037203,0.0001231515,0.0002997702],"domain_scores_gemma":[0.998918,0.0002970899,0.0001270056,0.0003534595,0.00001633267,0.0002880959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002721245,0.0005247833,0.3545018,0.0002325409,0.00005664398,0.00005366313,0.0006731425,0.00001961149,0.6381591,0.0001365117,0.00139173,0.001529258],"study_design_scores_gemma":[0.003254749,0.001956449,0.9812991,0.00002176044,0.00006369896,0.00006456539,0.00004752945,0.0005619443,0.004835996,0.0001551273,0.007513873,0.0002252103],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810933,0.0001704288,0.00007561179,0.0001976695,0.0001273486,0.0005390148,0.0003515552,0.00005807679,0.01738703],"genre_scores_gemma":[0.9940991,0.00002986879,0.003120027,0.0005921331,0.0002693704,0.00001205554,0.0006458617,0.00006262952,0.001168893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6333231,"threshold_uncertainty_score":0.7881838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01111124249270436,"score_gpt":0.2464730393526919,"score_spread":0.2353617968599875,"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."}}