{"id":"W2559997168","doi":"10.1017/s002221511600952x","title":"A paired comparison analysis of third-party rater thyroidectomy scar preference","year":2016,"lang":"en","type":"article","venue":"The Journal of Laryngology & Otology","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto; Western University","funders":"","keywords":"Preference; Thyroidectomy; Psychology; Medicine; Statistics; Internal medicine; Mathematics; Thyroid","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":[0.001643435,0.0002180399,0.00165698,0.0006258884,0.00006953073,0.000003795069,0.0003824564,0.0002523832,0.0003958203],"category_scores_gemma":[0.0003559422,0.0001018863,0.0005021627,0.0006128856,0.0006296067,0.000101261,0.00008110814,0.000407525,0.0000420863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003906316,"about_ca_system_score_gemma":0.00021788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002613396,"about_ca_topic_score_gemma":0.0000697096,"domain_scores_codex":[0.9969507,0.0009973634,0.001181125,0.0001900107,0.0002753593,0.0004053951],"domain_scores_gemma":[0.9962778,0.001542432,0.001051092,0.0005622812,0.0004052434,0.0001611322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003755289,0.0003500355,0.7223926,0.00001750037,0.004318345,0.0001614028,0.001227296,0.0000542796,0.2442612,0.000340124,0.02236469,0.0007572433],"study_design_scores_gemma":[0.003731052,0.002011202,0.9520108,0.00006709308,0.006296591,0.002203491,0.0002870715,0.0002080282,0.02572539,0.0003989469,0.006846874,0.0002134834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898744,0.003010511,0.00101148,0.004474166,0.0002977745,0.0001664904,0.00001200767,0.00001906201,0.001134124],"genre_scores_gemma":[0.9978571,0.0004789227,0.0001886515,0.000762502,0.0001331208,0.00000418708,0.000004200757,0.00001532065,0.0005560286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2296182,"threshold_uncertainty_score":0.4333955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04430697229579859,"score_gpt":0.2978833788635524,"score_spread":0.2535764065677538,"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."}}