{"id":"W4406667124","doi":"10.1016/b978-0-323-11240-6.00010-8","title":"10.1016/b978-0-323-11240-6.00010-8","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Tumors and Oncological Cases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Head and neck; Medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001089832,0.0004690551,0.0008858028,0.0001831298,0.00007097458,0.00002886513,0.0001945851,0.0004832653,0.9993111],"category_scores_gemma":[0.00006198065,0.0003767555,0.0003150144,0.00004992089,0.0001065975,0.0000321583,0.00009936566,0.0005484704,0.995647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001454066,"about_ca_system_score_gemma":0.0001314617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001235121,"about_ca_topic_score_gemma":3.089164e-7,"domain_scores_codex":[0.9982184,0.00001436926,0.0004161322,0.0005405035,0.000419966,0.0003906114],"domain_scores_gemma":[0.998643,0.0001124603,0.0001099538,0.0005521429,0.00009886355,0.0004835161],"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":[0.0004274393,0.00006151326,3.936781e-8,0.00003371609,0.00002956966,0.0009317888,0.000003451814,0.00000114582,0.000004460701,0.00006806941,0.4187244,0.5797144],"study_design_scores_gemma":[0.0005772539,0.001643802,0.00001538241,0.0002901508,0.0002711623,0.0003182688,2.912055e-7,0.00000446673,0.00001094554,0.0002670584,0.9961693,0.0004319058],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005391124,0.0007140145,2.447752e-7,0.0005473233,0.000005667475,0.0006069203,0.0001177979,0.0002470311,0.9977556],"genre_scores_gemma":[0.000006241572,0.000002454189,0.0001112979,0.0004559779,0.001217221,0.00002223692,0.0001878874,0.0001094802,0.9978872],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5792825,"threshold_uncertainty_score":0.9998685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646094000399907,"score_gpt":0.2113487491584539,"score_spread":0.1948878091544549,"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."}}