{"id":"W2975194224","doi":"10.5858/arpa.2019-0290-le","title":"Working to Solve the Thyroid Cytopathology Conundrum","year":2019,"lang":"en","type":"letter","venue":"Archives of Pathology & Laboratory Medicine","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Overdiagnosis; Medicine; Harm; Thyroid; Pathology; Law; Internal medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004845184,0.001344608,0.001222963,0.001798593,0.002551251,0.004788327,0.00301514,0.0175159,0.005392362],"category_scores_gemma":[0.0362888,0.0009654674,0.001192143,0.0006312901,0.003230558,0.006246043,0.001479235,0.02795004,0.003932216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002093491,"about_ca_system_score_gemma":0.002648922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001501172,"about_ca_topic_score_gemma":0.003033347,"domain_scores_codex":[0.9967914,0.0007360326,0.0005231466,0.000511967,0.001137674,0.000299681],"domain_scores_gemma":[0.978569,0.008389867,0.001123958,0.0007301116,0.007820634,0.003366424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002191788,0.0000130751,0.0002930755,0.0001174403,0.00001042087,0.001039467,0.00005539988,0.0000220589,0.00008220723,0.0005617044,0.9881045,0.009678807],"study_design_scores_gemma":[0.00006008544,0.00006271907,0.0009324271,0.0007958399,0.00005392186,0.009356272,0.0005114819,0.0003188821,0.0003184475,0.003282893,0.9842446,0.00006242632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003620135,0.008573064,0.0003705978,0.5098288,0.4795591,0.00001380336,0.00002508918,0.00008080941,0.001186779],"genre_scores_gemma":[0.003565892,0.006316087,0.0004923348,0.3510824,0.6347994,0.00001633708,0.00002388675,0.00004879538,0.003654795],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0175159,"threshold_uncertainty_score":0.0256241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05277582836752142,"score_gpt":0.3928338880034388,"score_spread":0.3400580596359173,"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."}}