{"id":"W4406422337","doi":"10.3138/cjms-2024-0002","title":"Thyroid Biopsy Specialist Sonographer Program","year":2025,"lang":"en","type":"article","venue":"The Canadian 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009503256,0.0002449885,0.0005149847,0.0007120772,0.0004039044,0.0001708557,0.0005647414,0.0002592154,0.001015212],"category_scores_gemma":[0.00008518661,0.0001510386,0.0007188125,0.001346883,0.0007635919,0.0000704804,0.00002619602,0.000794318,0.00002026247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000196012,"about_ca_system_score_gemma":0.003317971,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01061978,"about_ca_topic_score_gemma":0.1062332,"domain_scores_codex":[0.9974169,0.00009653874,0.0006922649,0.0002184663,0.0009795331,0.0005962905],"domain_scores_gemma":[0.9974207,0.0001096417,0.0002319275,0.0003786024,0.0002413224,0.001617852],"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":[0.0001668171,0.0007398444,0.3917114,0.00007582083,0.001618078,0.001627689,0.0003655503,0.000001834234,0.000009564021,0.005861148,0.1921035,0.4057187],"study_design_scores_gemma":[0.003226635,0.0008104243,0.3363687,0.0006349913,0.0005057331,0.0004721066,0.0003595356,0.00002285607,0.00003530728,0.001247973,0.6561463,0.0001694832],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6160438,0.07515093,0.0007662651,0.2411472,0.006630009,0.002567269,0.00006113046,0.00015618,0.0574772],"genre_scores_gemma":[0.9935378,0.0007923114,0.00060262,0.003809461,0.0009132307,0.00005095074,0.000006788989,0.00002279512,0.0002639731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4640428,"threshold_uncertainty_score":0.999898,"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."}}