{"id":"W3007232374","doi":"10.1177/0846537119900634","title":"Evaluation of Thyroid Ultrasound Report Quality and Assessing Effect of Adherence to Risk Stratification Criteria on Referral for Thyroid Nodule Biopsy","year":2020,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"LMC Diabetes & Endocrinology (Canada); Health Sciences Centre; University of Alberta","funders":"","keywords":"Medicine; Radiology; Thyroid nodules; Biopsy; Nodule (geology); Thyroid; Malignancy; Echogenicity; Thyroid cancer; Retrospective cohort study; Ultrasound; Pathology; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04157895,0.0003089401,0.0005972175,0.001864016,0.0003875574,0.001285586,0.001229124,0.0005975239,0.0008719383],"category_scores_gemma":[0.1598034,0.0002992504,0.001229963,0.001915954,0.0009032166,0.001012535,0.001336662,0.0008337569,0.0001440468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285168,"about_ca_system_score_gemma":0.001753158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004705388,"about_ca_topic_score_gemma":0.003987619,"domain_scores_codex":[0.9525893,0.02336045,0.009023475,0.002699656,0.01118287,0.001144124],"domain_scores_gemma":[0.6977586,0.1499224,0.113484,0.01289528,0.02166503,0.004274706],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002183998,0.00006647383,0.9929011,0.00004660801,0.0001164082,0.00001765474,0.0002900526,0.0001027284,0.00008792605,0.00001500777,0.00007814698,0.00605943],"study_design_scores_gemma":[0.000009919374,0.0006081769,0.9978131,0.00003499574,0.00007743868,0.00008298012,0.000373231,0.0005898674,0.0001809097,0.00001767047,0.0002043872,0.000007394181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959798,0.0008917144,0.001289242,0.0003830034,0.00003337246,0.0001263428,0.000340972,0.00002875847,0.000926864],"genre_scores_gemma":[0.9986091,0.00008762335,0.0008804876,0.00005258642,0.00002757635,0.0000479369,0.0002234321,0.000007383768,0.00006380099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9584211,"threshold_uncertainty_score":0.2198931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09686831595410451,"score_gpt":0.4049783853142654,"score_spread":0.3081100693601609,"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."}}