{"id":"W2025264332","doi":"10.1016/j.oos.2009.06.121","title":"O36. Proteomics based diagnostic and prognostic biomarkers for head-and-neck cancer: Challenges and opportunities","year":2009,"lang":"en","type":"article","venue":"Oral Oncology Supplement","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; York University","funders":"","keywords":"Medicine; Head and neck; Head and neck cancer; Oncology; Cancer; Internal medicine; Surgery","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":[0.005310983,0.0005446686,0.001045534,0.001180255,0.0006030546,0.002783881,0.0007887058,0.00223659,0.02046333],"category_scores_gemma":[0.005615439,0.0002495143,0.000506284,0.001583203,0.0007233797,0.002904689,0.001036229,0.001627374,0.006503915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008869299,"about_ca_system_score_gemma":0.002941737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005309661,"about_ca_topic_score_gemma":0.0108588,"domain_scores_codex":[0.9991012,0.0002448324,0.0001205797,0.00006250355,0.0003496866,0.000121284],"domain_scores_gemma":[0.9939197,0.002212669,0.0003839514,0.0002328688,0.002467741,0.0007828982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009741225,0.0002026824,0.008002348,0.001664504,0.00007431395,0.0002998817,0.00017152,0.00008290383,0.003844537,0.003553214,0.6025215,0.3786084],"study_design_scores_gemma":[0.0002111867,0.0008873245,0.03871913,0.001610859,0.0002077811,0.001117358,0.0007647042,0.0003105517,0.00224502,0.007646885,0.9462246,0.00005471034],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0246367,0.4812488,0.002249634,0.3105021,0.08711452,0.0002655307,0.00262711,0.0001264147,0.09122919],"genre_scores_gemma":[0.1132403,0.5261194,0.008607459,0.0870412,0.1282495,0.0003157664,0.003288163,0.0001626428,0.1329755],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02046333,"threshold_uncertainty_score":0.06845659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079412249043276,"score_gpt":0.3734813742221042,"score_spread":0.2655401493177766,"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."}}