{"id":"W2792016041","doi":"10.1016/j.acra.2017.12.009","title":"Effect of Implementing Community of Practice Modified Thyroid Imaging Reporting and Data System on Reporting Adherence and Number of Thyroid Biopsies","year":2018,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"University of Ottawa","keywords":"Medicine; Thyroid; Biopsy; Thyroid nodules; Malignancy; Radiology; Atypia; Population; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007669073,0.0001901459,0.0009923794,0.0001378867,0.0001420574,0.000004039723,0.0001889047,0.0001354111,0.000003745883],"category_scores_gemma":[0.009155095,0.0001466163,0.00004917858,0.0002130045,0.0004572799,0.0001544408,0.0003984689,0.0005217805,5.14118e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004648963,"about_ca_system_score_gemma":0.00006113164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001941553,"about_ca_topic_score_gemma":0.000008575256,"domain_scores_codex":[0.9961533,0.000627744,0.002362794,0.0003846533,0.0001821293,0.0002893751],"domain_scores_gemma":[0.9892762,0.002262427,0.007393297,0.0008293634,0.0001678651,0.00007089166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006818202,0.00006559717,0.8585513,0.001233267,0.0003747858,0.00005964628,0.001831277,0.000001827988,0.1221486,0.000649273,0.000508116,0.01389455],"study_design_scores_gemma":[0.01148064,0.01131179,0.3374003,0.00606622,0.003448454,0.02476116,0.01347973,0.002897295,0.5876071,0.0002155602,0.0006660689,0.0006655604],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928771,0.003404076,0.00002503384,0.0002392753,0.0000823612,0.0004284566,0.0000282058,0.00002731655,0.002888122],"genre_scores_gemma":[0.9981246,0.0009322077,0.0006963742,0.00005983713,0.0001042496,0.00002081567,0.00003618372,0.00001805134,0.000007690353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5211509,"threshold_uncertainty_score":0.9991912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06227938544778718,"score_gpt":0.418020350764045,"score_spread":0.3557409653162578,"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."}}