{"id":"W4379508689","doi":"10.1002/cncy.22728","title":"Lessons learned from the diversity of thyroid nodule practice","year":2023,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Nodule (geology); Diversity (politics); Thyroid; Thyroid cancer; Medical physics; General surgery; Intensive care medicine; Internal medicine","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":[0.02069846,0.0004876442,0.00119963,0.001987027,0.00270683,0.006926997,0.003574063,0.0126694,0.009861257],"category_scores_gemma":[0.08170496,0.0006872768,0.00146435,0.001881232,0.006586473,0.01601781,0.006572669,0.02242302,0.001957814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009166828,"about_ca_system_score_gemma":0.01586702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02245646,"about_ca_topic_score_gemma":0.04665444,"domain_scores_codex":[0.9819322,0.009213697,0.001304135,0.002348468,0.003540154,0.001661436],"domain_scores_gemma":[0.9022285,0.07125942,0.003098163,0.002114526,0.01150539,0.009794054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001368491,0.00007183813,0.004705438,0.002756068,0.0001191164,0.001136421,0.01148854,0.000437438,0.0001677712,0.01799867,0.797556,0.1634259],"study_design_scores_gemma":[0.0002202589,0.0001773886,0.008465134,0.01632788,0.0001071533,0.001995441,0.02462937,0.0007865436,0.0002460435,0.08562657,0.8611805,0.0002378015],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001415839,0.02296377,0.0004143138,0.9656858,0.007920989,0.00001151406,0.0001251411,0.00003010638,0.001432486],"genre_scores_gemma":[0.07373971,0.0714677,0.001901799,0.8100582,0.04081943,0.000106845,0.0002587582,0.0001264094,0.001521138],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02245646,"threshold_uncertainty_score":0.1094652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.103116080665389,"score_gpt":0.370495584667193,"score_spread":0.267379504001804,"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."}}