{"id":"W4400943588","doi":"10.1016/j.amjoto.2024.104440","title":"Assessing national trends in indications for pediatric total thyroidectomy","year":2024,"lang":"en","type":"article","venue":"American Journal of Otolaryngology","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Total thyroidectomy; Thyroidectomy; General surgery; Pediatrics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008932111,0.000138245,0.0001703787,0.001946512,0.0002913651,0.0005396452,0.0004161796,0.0003878717,0.001853195],"category_scores_gemma":[0.003623037,0.0001939326,0.0005099698,0.002718723,0.000199449,0.0007411273,0.0005336631,0.0005361826,0.0002963236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001219315,"about_ca_system_score_gemma":0.00130796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03168632,"about_ca_topic_score_gemma":0.0677423,"domain_scores_codex":[0.9991307,0.00009101066,0.00020032,0.0001352355,0.0002286596,0.0002140396],"domain_scores_gemma":[0.9953594,0.0006744401,0.002042091,0.0001325828,0.001351225,0.0004402894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003269859,0.00001034432,0.9966839,0.00001368551,0.00001931224,0.00002508152,0.00003493218,0.00009316765,0.00009024997,0.00005907927,0.0004600006,0.002477566],"study_design_scores_gemma":[0.000001384541,0.00002527081,0.9981657,0.00001430629,0.00001318497,0.000156586,0.0003129164,0.0002507436,0.0001050107,0.00001267088,0.0009406453,0.000001623303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842218,0.0008351826,0.000337052,0.0005623944,0.00002273851,0.00001667801,0.009698859,0.00002911671,0.004276114],"genre_scores_gemma":[0.9919591,0.0008519463,0.000653207,0.0001542198,0.00001862835,0.00003240119,0.005908963,0.00001190831,0.0004096196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03168632,"threshold_uncertainty_score":0.06300378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516935800930786,"score_gpt":0.3533185948225004,"score_spread":0.3281492368131926,"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."}}