{"id":"W2769747796","doi":"10.1002/hed.25026","title":"AHNS Series: Do you know your guidelines? Guideline recommendations for head and neck cancer of unknown primary site","year":2017,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Guideline; Head and neck cancer; Head and neck; Tonsillectomy; Cancer; Radiation therapy; Physical examination; Oncology; Medical physics; General surgery; Pathology; Internal medicine; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003878344,0.0003041177,0.000897467,0.0001022704,0.0005672161,0.00005180541,0.0001771915,0.0001360466,0.000220666],"category_scores_gemma":[0.0005984011,0.0002579378,0.000160948,0.0001088123,0.0001906094,0.0002849387,0.0001848831,0.0001800296,0.00001245565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001247084,"about_ca_system_score_gemma":0.0003939763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001164742,"about_ca_topic_score_gemma":0.002181642,"domain_scores_codex":[0.9979308,0.00002316616,0.0008587834,0.0004914697,0.0002439729,0.0004518495],"domain_scores_gemma":[0.9974892,0.0000622958,0.0003775691,0.0008323173,0.00100678,0.0002318215],"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":[0.0009577433,0.0002512303,0.04818927,0.0009829598,0.0002751199,0.00001080279,0.001157606,0.000006548697,0.004187563,0.0004341483,0.7694431,0.1741039],"study_design_scores_gemma":[0.003991036,0.0007460866,0.03598844,0.001530732,0.0001918131,0.00002949003,0.0001614747,0.0002145894,0.0006679334,0.0001334805,0.9560866,0.000258275],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6848063,0.02265264,0.000366617,0.2728349,0.001706536,0.002005163,0.001109794,0.0001628325,0.01435516],"genre_scores_gemma":[0.3476647,0.1508672,0.2810758,0.04537409,0.01329302,0.002621441,0.002129171,0.000735551,0.156239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3371416,"threshold_uncertainty_score":0.9999873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0988055507112547,"score_gpt":0.4193357118317741,"score_spread":0.3205301611205195,"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."}}