{"id":"W4282959378","doi":"10.1158/1538-7445.am2022-978","title":"Abstract 978: The potential role of microbiome in metastatic HNSCC","year":2022,"lang":"en","type":"article","venue":"Cancer Research","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Metastasis; Medicine; Cancer research; Biomarker; Disease; Malignancy; Cancer; Defensin; Radiation therapy; Primary tumor; Oncology; Gene; Biology; Internal 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":[0.0002105455,0.0001836994,0.0002201634,0.0004236943,0.0004106324,0.0007113073,0.0001233044,0.0003719,0.002600855],"category_scores_gemma":[0.0003578149,0.000102219,0.00023361,0.000385572,0.0001839371,0.0003310062,0.000466365,0.0004139279,0.0004465222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002701511,"about_ca_system_score_gemma":0.0003293696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009633757,"about_ca_topic_score_gemma":0.001075621,"domain_scores_codex":[0.9998626,0.0000335559,0.000009072142,0.00003020545,0.00003429434,0.00003027935],"domain_scores_gemma":[0.9998485,0.00002188355,0.00005264716,0.000005871146,0.00003798856,0.00003304276],"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":[0.001265665,0.0004474786,0.2200008,0.00173021,0.0001998206,0.001793227,0.0009455432,0.000408505,0.6493572,0.001251014,0.007749251,0.1148513],"study_design_scores_gemma":[0.00004071229,0.001386376,0.8671204,0.0005112978,0.0001655551,0.003324112,0.003330496,0.002022095,0.07779717,0.002421158,0.0418207,0.00005976198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687724,0.01910402,0.00222871,0.00223063,0.0003594455,0.0001046942,0.002109235,0.0000647651,0.005026241],"genre_scores_gemma":[0.9822887,0.007702745,0.002574122,0.0006210327,0.0001343164,0.0001023704,0.001590717,0.00001451866,0.004971515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002600855,"threshold_uncertainty_score":0.008700728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03635721716576082,"score_gpt":0.3504909367911759,"score_spread":0.314133719625415,"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."}}