{"id":"W4291012573","doi":"10.3390/cancers14163894","title":"Oligometastatic Head and Neck Cancer: Challenges and Perspectives","year":2022,"lang":"en","type":"review","venue":"Cancers","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; Université de Montréal","funders":"University of Warwick; Princess Margaret Cancer Foundation","keywords":"Medicine; Radiation therapy; Oncology; Disease; Head and neck cancer; Internal medicine; Head and neck squamous-cell carcinoma; Metastasis; Immunotherapy; Clinical trial; Cancer; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001201994,0.0003802821,0.002057779,0.0001758172,0.0001557884,0.0000128726,0.00006973409,0.0000882789,0.0002930203],"category_scores_gemma":[0.00005578994,0.0003040704,0.00015867,0.0001814608,0.0002168114,0.00004104786,0.000119708,0.0004219909,0.000002786169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00178273,"about_ca_system_score_gemma":0.001376022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003603095,"about_ca_topic_score_gemma":0.0002602134,"domain_scores_codex":[0.9985246,0.00006824291,0.0002698368,0.000611915,0.0002089358,0.0003164688],"domain_scores_gemma":[0.9992557,0.0001461576,0.000134378,0.0002366967,0.00003022874,0.0001968144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001749217,0.000008143511,0.000004520301,0.02377767,0.0005137949,0.0000358701,0.003510902,1.414588e-7,5.677856e-8,0.0001776677,0.0007909089,0.9711629],"study_design_scores_gemma":[0.0005457263,0.0003767101,0.0001177901,0.009569483,0.001022343,0.00009980718,0.00312503,0.000001847956,7.508633e-8,0.0000156567,0.9848492,0.0002763337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001518503,0.9925295,1.349576e-7,0.0005659642,0.000289506,0.0006611157,0.00008610792,0.00004820688,0.005667685],"genre_scores_gemma":[0.00003542756,0.9979751,0.00005699252,0.0001309036,0.0002683495,0.0007447057,0.00001111039,0.00006081202,0.0007166363],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9840583,"threshold_uncertainty_score":0.9999412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1617039569536922,"score_gpt":0.3954603729951045,"score_spread":0.2337564160414123,"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."}}