{"id":"W2130172613","doi":"10.1002/hed.21941","title":"Detection of circulating tumor cells in advanced head and neck cancer using the cellsearch system","year":2011,"lang":"en","type":"article","venue":"Head & Neck","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Circulating tumor cell; Medicine; Internal medicine; Oncology; Stage (stratigraphy); Head and neck cancer; Cancer; Head and neck squamous-cell carcinoma; Head and neck; Adjuvant; Surgery; Biology; Metastasis","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":[0.0002288177,0.0001203057,0.0003136802,0.00009030545,0.0000691707,0.000007506845,0.00004862958,0.0000402704,0.00004242104],"category_scores_gemma":[0.00001220581,0.00009076043,0.00005962606,0.0002811027,0.00005633681,0.00005893467,0.00003481289,0.0001838986,0.000002669259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000168285,"about_ca_system_score_gemma":0.0001041797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008474684,"about_ca_topic_score_gemma":0.001375772,"domain_scores_codex":[0.99895,0.00005017591,0.0003070722,0.0002339459,0.0001936589,0.0002651207],"domain_scores_gemma":[0.9994584,0.00002993345,0.0001147403,0.0002383024,0.00007426153,0.00008432561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003728457,0.00007764321,0.02207226,0.001328515,0.00003027716,0.00004527359,0.002131107,0.0001835382,0.9433185,0.00002249547,0.00000642255,0.03041113],"study_design_scores_gemma":[0.003973466,0.0005258364,0.09718924,0.0027925,0.0001947965,0.0001884316,0.003419975,0.009039616,0.8806612,0.00001675871,0.00172757,0.0002705547],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960409,0.002062281,0.0001124934,0.00002499275,0.0002368093,0.000479194,0.00000984235,0.00001966403,0.001013856],"genre_scores_gemma":[0.9983792,0.0001111915,0.001258494,0.00006442278,0.00008591475,0.00002603436,7.771707e-7,0.00002375848,0.00005017632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07511698,"threshold_uncertainty_score":0.998128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06359756081497844,"score_gpt":0.3209825614823683,"score_spread":0.2573850006673899,"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."}}