{"id":"W4406655202","doi":"10.1016/b978-0-7020-6275-9.00140-9","title":"10.1016/b978-0-7020-6275-9.00140-9","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Electrosurgery; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006373932,0.002006263,0.001157084,0.001596127,0.001095069,0.003787069,0.002078967,0.003336898,0.9677725],"category_scores_gemma":[0.001200794,0.0006874946,0.000744452,0.001656363,0.0009127581,0.003723548,0.002814873,0.002131518,0.9831046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006779294,"about_ca_system_score_gemma":0.0007278402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002693474,"about_ca_topic_score_gemma":0.003034211,"domain_scores_codex":[0.9996792,0.00001809262,0.00001847671,0.000106204,0.0001256846,0.00005233796],"domain_scores_gemma":[0.9988803,0.0003765859,0.00006925385,0.0001357002,0.0002056718,0.0003324597],"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":[0.0001039219,0.00009403249,0.0002611241,0.0003627964,0.00001247845,0.0001067218,0.00007274067,0.0002449922,0.001909453,0.006399758,0.3908472,0.5995847],"study_design_scores_gemma":[0.00001272559,0.00003489562,0.0004197392,0.0002182277,0.000005369227,0.0001685196,0.0000520914,0.00008065658,0.0002384924,0.001033996,0.9977263,0.000009095542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001257288,0.000578966,0.0006790776,0.000232034,0.0001723575,0.00002953424,0.0003983021,0.000624928,0.9971591],"genre_scores_gemma":[0.0003184038,0.0003263956,0.0002989213,0.00009140727,0.0000364559,0.00002004085,0.0002484885,0.0001504898,0.9985093],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03222746,"threshold_uncertainty_score":0.04596853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171238364123995,"score_gpt":0.1937635268439175,"score_spread":0.1820511432026776,"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."}}