{"id":"W2159548062","doi":"10.1001/archotol.134.1.85","title":"Objective and Subjective Scar Aesthetics in Minimal Access vs Conventional Access Parathyroidectomy and Thyroidectomy Surgical Procedures","year":2008,"lang":"en","type":"article","venue":"Archives of Otolaryngology - Head and Neck Surgery","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Surgery; Parathyroidectomy; Scars; Thyroidectomy; Prospective cohort study; Retrospective cohort study; Patient satisfaction; Cohort; Population; Thyroid; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0003698076,0.0004316639,0.001400276,0.0008182384,0.000222516,0.0000394253,0.0001488127,0.0002371066,0.00001756492],"category_scores_gemma":[0.0003509246,0.0003888162,0.0002145419,0.0003919386,0.001724527,0.000484004,0.0003000532,0.0005095724,0.000002336935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001629911,"about_ca_system_score_gemma":0.0005220059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001651422,"about_ca_topic_score_gemma":0.0001053509,"domain_scores_codex":[0.9971886,0.0003403622,0.0007778632,0.0008146655,0.0002613556,0.0006172063],"domain_scores_gemma":[0.9961092,0.002915638,0.0002566356,0.0002612803,0.00008246151,0.0003748193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005542024,0.0004228068,0.9886076,0.0002386704,0.0001219289,0.001398195,0.001103989,0.000001866922,0.00147423,0.0002819232,0.0004567536,0.0003500367],"study_design_scores_gemma":[0.003517272,0.0005550163,0.9853743,0.0002934084,0.00005509052,0.006803249,0.00008353595,0.0001194561,0.001651932,0.0006974601,0.0004858978,0.0003634276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856436,0.01168392,0.000009300695,0.0005057976,0.0001045599,0.0006165965,0.00003186044,0.00004839811,0.001355914],"genre_scores_gemma":[0.9888994,0.01026809,0.0001652793,0.0002865835,0.0001131014,0.00008312285,0.00005327668,0.0000394332,0.00009176024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005405054,"threshold_uncertainty_score":0.9998564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793506785127602,"score_gpt":0.3011582901656123,"score_spread":0.2732232223143363,"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."}}