{"id":"W4280614332","doi":"10.2218/ss.v39.7164","title":"The Ear of the Beholder:","year":2022,"lang":"en","type":"article","venue":"Scottish studies","topic":"Reconstructive Facial Surgery Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"St. Francis Xavier University","keywords":"Audiology; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003635409,0.00006431029,0.0001875165,0.0000223257,0.0005859651,0.000004469574,0.0001347475,0.00001147308,0.00004599156],"category_scores_gemma":[0.0002715448,0.00003440602,0.0001109912,0.0002062398,0.0004556858,0.00001897755,0.0003695517,0.0001648415,0.000001554514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006079983,"about_ca_system_score_gemma":0.00004722695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000306855,"about_ca_topic_score_gemma":0.000017275,"domain_scores_codex":[0.9992319,0.00009340636,0.0001705628,0.0001043892,0.0002742088,0.000125505],"domain_scores_gemma":[0.9993771,0.0001644173,0.00009078252,0.0002621656,0.00009120403,0.00001436209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008046175,0.00006691796,0.8083754,0.00004407774,0.0005272382,0.00001130629,0.001157439,0.00000135785,0.00347728,0.004073204,0.1215431,0.06064229],"study_design_scores_gemma":[0.0003857158,0.0002802341,0.6770046,0.00009691523,0.0001282189,0.00009002429,0.009242088,0.000002464214,0.03540982,0.008053144,0.2691593,0.0001474597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782521,0.006845607,0.000002194704,0.002696303,0.0008464957,0.0004236926,0.00001873318,0.00005909819,0.01085578],"genre_scores_gemma":[0.9973038,0.0006325546,0.000058327,0.0002637291,0.00004320364,0.00009324234,4.509777e-7,0.000008122128,0.001596549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1476163,"threshold_uncertainty_score":0.4506829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278906557895976,"score_gpt":0.3132015601295239,"score_spread":0.2804124945505642,"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."}}