{"id":"W4406422337","doi":"10.3138/cjms-2024-0002","title":"Thyroid Biopsy Specialist Sonographer Program","year":2025,"lang":"en","type":"article","venue":"˜The œCanadian journal of medical sonography.","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Michener Institute","funders":"","keywords":"Sonographer; Thyroid; Medicine; Biopsy; Medical physics; Radiology; Ultrasonography; 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":[0.0007175623,0.0003439114,0.0002440177,0.001060349,0.001199235,0.0004320911,0.0006583689,0.000523967,0.05501051],"category_scores_gemma":[0.002009907,0.0002337277,0.0002379518,0.0003814943,0.0003150958,0.0002686603,0.001110254,0.0009635235,0.011026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001455889,"about_ca_system_score_gemma":0.005802304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009096592,"about_ca_topic_score_gemma":0.02669508,"domain_scores_codex":[0.9994913,0.0001173025,0.00002999105,0.000107037,0.0001270243,0.0001273138],"domain_scores_gemma":[0.997901,0.0001677147,0.00009384133,0.00007232509,0.0004775034,0.001287585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001143127,0.004667954,0.1055669,0.0007554917,0.00005852796,0.006790198,0.002555205,0.0009033006,0.03226637,0.001623454,0.2017758,0.6418937],"study_design_scores_gemma":[0.001270588,0.005536978,0.3317458,0.0005077393,0.0001239066,0.02436177,0.001990765,0.003424965,0.0126181,0.001147187,0.6171155,0.0001565461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6508288,0.009333669,0.03756341,0.02314949,0.003208645,0.008460976,0.003905093,0.006896858,0.256653],"genre_scores_gemma":[0.7743722,0.004998935,0.03579192,0.01260092,0.001905147,0.002827666,0.003212753,0.0004999657,0.1637906],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05501051,"threshold_uncertainty_score":0.1840285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01368067086680384,"score_gpt":0.2996922524191105,"score_spread":0.2860115815523067,"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."}}