{"id":"W3192201057","doi":"10.1002/lary.29816","title":"A <scp>Population‐Based</scp> Analysis of Outpatient Thyroidectomy: Safe and <scp>Under‐Utilized</scp>","year":2021,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Mount Sinai Hospital; Princess Margaret Cancer Centre; Queen's University; Sunnybrook Hospital; University Health Network; Health Sciences Centre; Toronto East General Hospital; University of Toronto; Dalhousie University; Women's College Hospital; Institute for Clinical Evaluative Sciences","funders":"Institut canadien d'information sur la santé; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Medicine; Thyroidectomy; Retrospective cohort study; Odds ratio; Population; Cohort; Emergency department; Outpatient surgery; Surgery; Emergency medicine; Internal medicine; Ambulatory; Thyroid; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007388711,0.0003728363,0.001164241,0.00046086,0.0002230675,0.00006319278,0.0001979799,0.0002099176,0.0001063072],"category_scores_gemma":[0.001152783,0.0002771213,0.0005031612,0.002213592,0.000162589,0.0001290573,0.0001653363,0.0004104747,0.00006570254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008048257,"about_ca_system_score_gemma":0.0003307428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002706625,"about_ca_topic_score_gemma":0.0002127617,"domain_scores_codex":[0.9970611,0.0003769191,0.0007547633,0.0005869155,0.0006642653,0.0005560462],"domain_scores_gemma":[0.9960382,0.001994896,0.0003387594,0.001037017,0.0002859989,0.0003051241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001618962,0.001481056,0.854705,0.0003883162,0.005966247,0.0002847909,0.006054993,0.002799694,0.05020303,0.002881999,0.07367595,0.001397074],"study_design_scores_gemma":[0.002307991,0.0003431957,0.9374695,0.0001346174,0.003751217,0.0000429628,0.001607576,0.004330721,0.01494078,0.0004011348,0.03456085,0.0001094702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773705,0.01086038,0.0005273828,0.0006905814,0.0002271569,0.0004116999,0.0001011108,0.0000961856,0.009714979],"genre_scores_gemma":[0.9887812,0.0004579232,0.0007553676,0.002289802,0.00014747,0.00003505863,0.0004478947,0.00005314386,0.007032124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08276451,"threshold_uncertainty_score":0.9999681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989047841082741,"score_gpt":0.271622120288396,"score_spread":0.2517316418775686,"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."}}