{"id":"W2138717155","doi":"10.1158/1078-0432.ccr-09-2014","title":"Serum Prognostic Markers in Head and Neck Cancer","year":2010,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Princess Margaret Cancer Centre; Ontario Institute for Cancer Research","funders":"","keywords":"Internal medicine; Medicine; Oncology; Hazard ratio; Quartile; Confidence interval; Head and neck cancer; Proportional hazards model; Cancer; Head and neck squamous-cell carcinoma; Incidence (geometry); Gastroenterology","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":[0.002330986,0.0001366691,0.0005197916,0.0001525801,0.0001295208,0.00002725383,0.0001357925,0.0002050531,0.0008661206],"category_scores_gemma":[0.001901638,0.000107259,0.00007267551,0.0005186918,0.0007377549,0.00006198905,0.000196494,0.002146495,0.00003650626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001016984,"about_ca_system_score_gemma":0.000920733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002765716,"about_ca_topic_score_gemma":0.02184494,"domain_scores_codex":[0.997573,0.0001812994,0.0004731162,0.0005437885,0.0005336389,0.000695114],"domain_scores_gemma":[0.9979628,0.0009715856,0.00003657762,0.0003222457,0.0002833998,0.0004234347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000775266,0.0001591167,0.8710178,0.0001658088,0.00003927019,0.000063117,0.000124798,2.207765e-7,0.0003248971,0.00004753612,0.008549215,0.118733],"study_design_scores_gemma":[0.002821217,0.0006837968,0.9366475,0.0004993278,0.00001774793,0.000005258166,0.00009401984,0.0001000977,0.00009628241,0.0001291211,0.05879302,0.0001126143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701986,0.003876623,2.706756e-7,0.01957275,0.00064034,0.0007263388,0.0000196658,0.0000299215,0.004935466],"genre_scores_gemma":[0.9870267,0.008675301,0.0001202721,0.0008923487,0.0008169458,0.0004655126,0.000001775882,0.00002824141,0.001972934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1186204,"threshold_uncertainty_score":0.9960039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2494159103349582,"score_gpt":0.5694165880369855,"score_spread":0.3200006777020272,"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."}}