{"id":"W4294491221","doi":"10.1016/j.ijrobp.2022.06.058","title":"Whose Neck Is on the Line?","year":2022,"lang":"en","type":"letter","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Perineural invasion; Lymphovascular invasion; Tonsil; Basal cell; Stage (stratigraphy); Oncology; Internal medicine; Surgery; Cancer; Metastasis","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":[0.002250487,0.0005950703,0.000990524,0.0006516836,0.005965727,0.003062294,0.001459477,0.03571974,0.01378067],"category_scores_gemma":[0.01171546,0.0006103454,0.0009871334,0.0005700244,0.002521263,0.005812992,0.001866799,0.0293886,0.005884859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004172352,"about_ca_system_score_gemma":0.005775318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0150853,"about_ca_topic_score_gemma":0.0301174,"domain_scores_codex":[0.998321,0.0004505863,0.0001564581,0.0001714837,0.0004455063,0.0004550061],"domain_scores_gemma":[0.9975584,0.0007402855,0.000168082,0.00009079389,0.0004351914,0.001007228],"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":[0.00009359666,0.00005489009,0.00262937,0.00005265063,0.00001716297,0.01139283,0.0004468536,0.0000838951,0.0002868754,0.005367648,0.9675,0.01207425],"study_design_scores_gemma":[0.0000934927,0.00009218669,0.002295682,0.0003730452,0.00003873895,0.01815966,0.003406653,0.0004403933,0.0002172811,0.01759491,0.957217,0.00007103134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007479833,0.000931996,0.00005451278,0.9823088,0.0100311,0.000006462958,0.00002186855,0.000009717253,0.005887538],"genre_scores_gemma":[0.01163397,0.002015523,0.0002878907,0.936461,0.02579455,0.00002554081,0.00003178087,0.00002884858,0.02372103],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03571974,"threshold_uncertainty_score":0.04610097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04023680651510806,"score_gpt":0.352321947851413,"score_spread":0.3120851413363049,"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."}}