{"id":"W4414823347","doi":"10.1016/j.oraloncology.2025.107647","title":"Patterns of care in de-novo oligo-metastatic and oligo-recurrent head and neck cancers: A Head and Neck Cancer International Group (HNCIG) Survey.","year":2025,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Head and neck cancer; Head and neck; Statement (logic); Retrospective cohort study; Prospective cohort study; Patient care; MEDLINE","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":[0.0002152482,0.0001673435,0.0006938811,0.0001719452,0.00004162294,0.000009889717,0.00005930364,0.00008863379,0.00003910901],"category_scores_gemma":[0.00008967469,0.0001470433,0.00002938352,0.0001565423,0.0001293925,0.00005766051,0.0001255739,0.0001978739,4.897581e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005990047,"about_ca_system_score_gemma":0.0004850856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02385343,"about_ca_topic_score_gemma":0.2568727,"domain_scores_codex":[0.9988487,0.0001193809,0.0003253224,0.0003114203,0.0001146705,0.0002805545],"domain_scores_gemma":[0.9994351,0.0001568497,0.00008255431,0.0001004341,0.0001170984,0.0001079988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000885741,0.0001025969,0.8872623,0.0004569232,0.0001200268,0.00004803467,0.001945494,0.000001958398,0.0001287785,0.00007320314,0.0004669873,0.1085079],"study_design_scores_gemma":[0.005733042,0.001663654,0.9775411,0.0008689061,0.00007939048,0.00003006112,0.000766458,0.0001255504,0.00006813282,0.00003950116,0.01296736,0.0001168232],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829462,0.01332363,0.00001574445,0.001980696,0.000448212,0.0002997438,0.0001742152,0.00001083745,0.000800723],"genre_scores_gemma":[0.9910453,0.007366278,0.0003209569,0.000938324,0.00005962237,0.00009273711,0.00003368327,0.00001093204,0.0001321702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2330193,"threshold_uncertainty_score":0.9826468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03995293965547374,"score_gpt":0.3967175225024687,"score_spread":0.356764582846995,"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."}}