{"id":"W3132778942","doi":"10.1093/bjs/znab015","title":"Post-thyroidectomy bleeding: analysis of risk factors from a national registry","year":2021,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Thyroidectomy; Surgery; Endocrine surgery; Incidence (geometry); General surgery; Dissection (medical); Risk factor; Thyroid; Internal 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":[0.001231209,0.000175479,0.001359512,0.0007682377,0.000081588,0.00007790465,0.0001175773,0.0001609927,0.0006466532],"category_scores_gemma":[0.005501878,0.0001908212,0.001611955,0.001411109,0.0000950793,0.0002473195,0.00004008658,0.0005396432,0.000004716027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008579307,"about_ca_system_score_gemma":0.001109482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006980995,"about_ca_topic_score_gemma":0.00008273066,"domain_scores_codex":[0.9968419,0.0001948753,0.00129637,0.0002511824,0.001151502,0.000264152],"domain_scores_gemma":[0.9934805,0.002643005,0.001195366,0.0002005564,0.002172306,0.0003082352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002951259,0.0005078546,0.9238309,0.00002448697,0.005560714,0.004754589,0.0002315239,0.0001060144,0.02709007,0.00001536261,0.03500523,0.002578165],"study_design_scores_gemma":[0.0006416271,0.00002842412,0.9831651,0.0003403685,0.002257962,0.002040121,0.0008550516,0.00004356057,0.007337179,0.0001236583,0.002967894,0.000199078],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818404,0.01568244,0.00008824739,0.000163474,0.0005479573,0.00003205236,0.0008126108,0.00001532912,0.0008174921],"genre_scores_gemma":[0.9945484,0.003769627,0.0003565516,0.0002188818,0.0005210801,7.922544e-7,0.0003365776,0.00002486066,0.000223197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05933421,"threshold_uncertainty_score":0.7781464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03065282361171573,"score_gpt":0.2680041286215142,"score_spread":0.2373513050097985,"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."}}