{"id":"W2312737083","doi":"10.1097/01.cot.0000383059.89533.f9","title":"Head & Neck Cancer: Encouraging Research Roundup from Multidisciplinary Symposium","year":2010,"lang":"en","type":"article","venue":"Oncology Times","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Larynx; Head and neck cancer; Radiation therapy; Induction chemotherapy; Laryngectomy; Cancer; Chemotherapy; Swallowing; Oncology; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02235521,0.001979883,0.001810305,0.002407589,0.002773737,0.008515275,0.002433539,0.01828588,0.01155239],"category_scores_gemma":[0.03300152,0.000874461,0.002618935,0.001840963,0.001813636,0.00780281,0.004895633,0.01873773,0.006469261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004052317,"about_ca_system_score_gemma":0.0108192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005061293,"about_ca_topic_score_gemma":0.01410913,"domain_scores_codex":[0.9859049,0.004560275,0.001163294,0.001303774,0.00560917,0.001458566],"domain_scores_gemma":[0.8877259,0.01967902,0.00263533,0.003123804,0.06807826,0.01875754],"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":[0.00007741819,0.0001138974,0.0004073615,0.0004285131,0.00003691368,0.0001497135,0.00008285254,0.00004746092,0.0002952713,0.0005865277,0.9553401,0.04243378],"study_design_scores_gemma":[0.0001620202,0.0002609057,0.002185541,0.001766951,0.00007070546,0.0004502146,0.0008722512,0.0001441449,0.0002736439,0.001295084,0.9924527,0.00006578837],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0008081958,0.05551114,0.0008135238,0.6727895,0.2642682,0.0001519779,0.0002341755,0.0001609803,0.005262357],"genre_scores_gemma":[0.009556766,0.1080538,0.006210107,0.5000509,0.3457666,0.0004480986,0.0009135525,0.0002042453,0.02879599],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02235521,"threshold_uncertainty_score":0.1182271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07758370235275282,"score_gpt":0.4489047074747327,"score_spread":0.3713210051219799,"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."}}