{"id":"W4406649497","doi":"10.1016/b978-1-4557-4696-5.00200-1","title":"10.1016/b978-1-4557-4696-5.00200-1","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":[0.0001044273,0.0004614369,0.0008736241,0.0001803375,0.00006776927,0.00002793562,0.0001880303,0.0004692397,0.9993344],"category_scores_gemma":[0.00006344675,0.0003733043,0.0003130868,0.00004970786,0.0001024133,0.00003109414,0.00009563212,0.0005338127,0.9960556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001456195,"about_ca_system_score_gemma":0.0001274967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001324463,"about_ca_topic_score_gemma":2.619951e-7,"domain_scores_codex":[0.9982396,0.00001390107,0.0004154383,0.0005282302,0.0004159157,0.0003869179],"domain_scores_gemma":[0.998674,0.0001056256,0.0001101205,0.0005322402,0.00009815734,0.0004798668],"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":[0.0004149476,0.0000589561,4.254503e-8,0.00003221108,0.00002911244,0.001019588,0.000003251688,0.000001022175,0.000003934696,0.0000555741,0.3563652,0.6420162],"study_design_scores_gemma":[0.000560886,0.00163717,0.00001720982,0.0002771775,0.0002655896,0.0003146282,2.848256e-7,0.000003830922,0.000009519023,0.0002125048,0.9962751,0.0004260801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003526729,0.0007758383,2.711261e-7,0.0005716178,0.000005142233,0.0005901,0.0001237268,0.0002368198,0.9976929],"genre_scores_gemma":[0.000004308498,0.000003044222,0.0001291503,0.0005562068,0.001200608,0.0000202009,0.0001831653,0.0001064991,0.9977968],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6415901,"threshold_uncertainty_score":0.9998719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01695909952291943,"score_gpt":0.210643786454995,"score_spread":0.1936846869320756,"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."}}