{"id":"W4412465373","doi":"10.1016/j.gie.2025.02.045","title":"Electrosurgical generators","year":2025,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002155726,0.0001935777,0.0003311108,0.0001845536,0.00008715386,0.00002683851,0.00008527327,0.00003940562,0.0001847645],"category_scores_gemma":[0.0003753548,0.00016854,0.0001639574,0.000414095,0.00009190766,0.00004351207,0.00003626181,0.0002985626,0.0001849427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006815252,"about_ca_system_score_gemma":0.0003056723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000103243,"about_ca_topic_score_gemma":0.000001700998,"domain_scores_codex":[0.9986998,0.00006020496,0.0002877817,0.0003102161,0.0001863893,0.0004556331],"domain_scores_gemma":[0.9991883,0.0002036318,0.00004524148,0.0002816799,0.00009354423,0.0001875839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001204759,0.0002113621,0.1678112,0.00003942568,0.00003655929,0.0004553206,0.00001371384,0.00001088013,0.766364,0.005697924,0.0573481,0.0008067067],"study_design_scores_gemma":[0.01968798,0.005585444,0.3245444,0.002754908,0.0007361706,0.064116,0.0003892081,0.002535431,0.3564051,0.003189059,0.2183333,0.001723099],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8647938,0.0009992847,0.02548622,0.002435481,0.0003911384,0.0003424879,0.00000816899,0.0004026456,0.1051408],"genre_scores_gemma":[0.9312344,0.00002495377,0.05995593,0.001888812,0.0003199944,0.00003132094,0.00003144715,0.00002492917,0.006488262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4099589,"threshold_uncertainty_score":0.687286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100445201218947,"score_gpt":0.2809798527929085,"score_spread":0.2709353326710138,"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."}}