{"id":"W3102361396","doi":"10.1245/s10434-020-09333-5","title":"ASO Author Reflections: Head and Neck Cancer Surgery—How Long Can it Wait?","year":2020,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Surgical oncology; Medicine; Head and neck cancer; General surgery; Head and neck; Cancer surgery; Surgery; Cancer; Internal medicine; Radiation therapy","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":[0.01080235,0.001053874,0.001561633,0.00126715,0.006440629,0.01098419,0.002855508,0.04208473,0.01473864],"category_scores_gemma":[0.0545595,0.001057463,0.001632253,0.001584495,0.005290686,0.009973103,0.005272986,0.06760404,0.009305479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00581884,"about_ca_system_score_gemma":0.01743309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009844333,"about_ca_topic_score_gemma":0.02280164,"domain_scores_codex":[0.9925839,0.001824345,0.0008875491,0.0008863717,0.002399195,0.001418726],"domain_scores_gemma":[0.9481816,0.0238943,0.00291608,0.001021167,0.0126995,0.01128738],"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":[0.00002179907,0.00001306681,0.000221444,0.00005147295,0.000006607427,0.00008578454,0.0001559458,0.00001177517,0.00003342175,0.0007936617,0.9954029,0.003202115],"study_design_scores_gemma":[0.0000667962,0.00003889631,0.0006585269,0.000621551,0.00004207865,0.0002850815,0.002182687,0.00005551988,0.0001235137,0.002961872,0.9928973,0.00006610475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008776104,0.002382174,0.00002004821,0.8925154,0.1041006,0.000003128913,0.00002279469,0.000005697563,0.0008622649],"genre_scores_gemma":[0.001551787,0.004234528,0.00007974917,0.8751495,0.1128972,0.00001675347,0.00002044794,0.00001976611,0.006030335],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04208473,"threshold_uncertainty_score":0.05712891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2710646828016633,"score_gpt":0.4677246337105235,"score_spread":0.1966599509088602,"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."}}