{"id":"W4381032950","doi":"10.1016/j.oraloncology.2023.106444","title":"Management of metastatic head and neck Cancer: An all-in, kitchen-sink Approach?","year":2023,"lang":"en","type":"letter","venue":"Oral Oncology","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Queen's University","funders":"","keywords":"Medicine; Head and neck cancer; Head and neck; Cancer; Intensive care medicine; First line; Palliative care; Internal medicine; Oncology; Surgery; Nursing","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":[0.0001473531,0.0002678788,0.001084679,0.0002109768,0.0000168695,0.000008062298,0.00009360819,0.0002961112,0.0001183819],"category_scores_gemma":[0.000003426193,0.0002210571,0.0001001403,0.0001848531,0.0001025609,0.0000327156,0.00008191921,0.000497649,0.00001643882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005868502,"about_ca_system_score_gemma":0.0001606627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003432911,"about_ca_topic_score_gemma":0.001353493,"domain_scores_codex":[0.9984178,0.00009232764,0.000391364,0.0005093236,0.0002215531,0.0003676644],"domain_scores_gemma":[0.9992958,0.00006989197,0.000178257,0.0003328467,0.00003629589,0.00008686035],"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":[0.0002233141,0.001204246,0.01161314,0.002671649,0.002153882,0.01049114,0.0003826265,0.00001723889,0.00000804922,0.0001524995,0.833564,0.1375182],"study_design_scores_gemma":[0.004649316,0.002291615,0.03900833,0.0004715621,0.001836046,0.00006668133,0.0001225671,0.00006357496,0.00001422262,0.0001524575,0.9511048,0.0002188176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09073253,0.006650933,0.00001553382,0.8906689,0.001019852,0.002685939,0.0002071273,0.0001011329,0.007918068],"genre_scores_gemma":[0.05125951,0.04038825,0.02533723,0.8552102,0.002911776,0.005143956,0.004114295,0.0004322597,0.01520247],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1372994,"threshold_uncertainty_score":0.9014446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1191708274085712,"score_gpt":0.4018494362578806,"score_spread":0.2826786088493093,"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."}}