{"id":"W4229020750","doi":"10.1530/etj-22-0035","title":"Improvement in thyroid ultrasound report quality with radiologists’ adherence to 2015 ATA or 2017 TIRADS: a population study","year":2022,"lang":"en","type":"article","venue":"European Thyroid Journal","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Sanofi","keywords":"Medicine; Thyroid; Ultrasound; Population; Radiology; Medical physics; Internal medicine; Environmental health","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":[0.00925877,0.0002672582,0.0004363215,0.002368978,0.0003796767,0.00163112,0.001169696,0.0007443686,0.001421564],"category_scores_gemma":[0.04361599,0.0004348073,0.001195563,0.002841069,0.0007949448,0.00186194,0.001892236,0.0009302815,0.000426522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114501,"about_ca_system_score_gemma":0.0009969871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008609258,"about_ca_topic_score_gemma":0.006626542,"domain_scores_codex":[0.9868295,0.004740177,0.002272744,0.001763192,0.003380588,0.001013817],"domain_scores_gemma":[0.9462108,0.009533891,0.03425812,0.002827619,0.005726467,0.001443027],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005282764,0.0000308723,0.9982283,0.0000127089,0.00006735964,0.00001782149,0.0002651637,0.00002106895,0.00003199883,0.000009605099,0.00009337585,0.001168983],"study_design_scores_gemma":[0.000004386008,0.0001216105,0.9988796,0.00001305273,0.00003212814,0.00009919684,0.0005164779,0.0001121656,0.00003852019,0.000009411893,0.0001684689,0.00000506408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982461,0.0003018478,0.0002059226,0.0001223366,0.00001106777,0.0000318408,0.0004896572,0.000009385251,0.0005819005],"genre_scores_gemma":[0.999353,0.00006252914,0.0001229704,0.00004560789,0.00001533952,0.00002640355,0.0002910667,0.000005435934,0.00007766033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9907413,"threshold_uncertainty_score":0.04896569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06095852282888132,"score_gpt":0.3584258823831531,"score_spread":0.2974673595542718,"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."}}