{"id":"W3017458541","doi":"10.1016/j.ctro.2020.04.008","title":"Biomarkers in wound drainage fluids of head and neck squamous cell carcinoma patients receiving neck dissection: A pilot study","year":2020,"lang":"en","type":"article","venue":"Clinical and Translational Radiation Oncology","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Head and neck squamous-cell carcinoma; Osteopontin; Neck dissection; Lymph node; Stromal cell; Prospective cohort study; Internal medicine; Pathology; Oncology; Carcinoma; Cancer; Surgery; Gastroenterology; Head and neck cancer","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":[0.0002977551,0.0001063935,0.0003982426,0.00007786181,0.00004705793,0.000006926006,0.00002990966,0.00008018572,0.0000658771],"category_scores_gemma":[0.0001567126,0.00009963119,0.00005358333,0.0002233207,0.0001205118,0.00006963102,0.00001314662,0.0001595047,0.000001513235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002296335,"about_ca_system_score_gemma":0.0001509193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008724204,"about_ca_topic_score_gemma":0.0002658294,"domain_scores_codex":[0.9986085,0.0001569979,0.0006494653,0.0003132731,0.0001510364,0.0001207673],"domain_scores_gemma":[0.9990772,0.0004911625,0.0001134953,0.00006822572,0.00006532296,0.0001845761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002373304,0.001831175,0.9510286,0.0001001232,0.00003731148,0.00001299597,0.001014509,0.00001049003,0.0001501077,0.00004540366,0.00008661684,0.0433093],"study_design_scores_gemma":[0.01498691,0.01073,0.9705102,0.000009814324,0.0001111383,0.00000364778,0.0001591002,0.0005959122,0.00002405362,0.00009245197,0.002693678,0.00008308571],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944413,0.0006279526,0.00007306982,0.00252723,0.0001711443,0.0006138814,0.00002074535,0.000009968226,0.001514707],"genre_scores_gemma":[0.9987982,0.00008936432,0.0004098224,0.0004660978,0.0001451334,0.00001667737,0.00004727657,0.000009953988,0.00001748348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04322622,"threshold_uncertainty_score":0.4062842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06025318137378698,"score_gpt":0.3579087676036092,"score_spread":0.2976555862298222,"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."}}