{"id":"W4285334817","doi":"10.2174/187153032111211230225617","title":"American Association of Clinical Endocrinology And Associazione Medici Endocrinologi Thyroid Nodule Algorithmic Tool","year":2021,"lang":"en","type":"article","venue":"Endocrine Metabolic & Immune Disorders - Drug Targets","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Nodule (geology); Thyroid; Internal medicine; Association (psychology); Endocrinology; Thyroid nodules; Biology; Psychology","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":[0.007271295,0.0007313943,0.0008559569,0.005462633,0.0008435184,0.004261973,0.001633787,0.00159448,0.03897401],"category_scores_gemma":[0.06196935,0.0004919933,0.001225071,0.004840738,0.0005733562,0.001860366,0.002916543,0.002100898,0.02358555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001297057,"about_ca_system_score_gemma":0.005085684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005332496,"about_ca_topic_score_gemma":0.006857533,"domain_scores_codex":[0.9928036,0.00195288,0.001445369,0.0006698871,0.002809091,0.0003190768],"domain_scores_gemma":[0.9631752,0.01848383,0.00320003,0.002351392,0.01108918,0.001700427],"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":[0.0004205796,0.0001716953,0.05923769,0.001033978,0.0001077922,0.0005506372,0.0003675897,0.0009901626,0.0008935492,0.005150315,0.5221487,0.4089272],"study_design_scores_gemma":[0.0003001495,0.0001773136,0.04975683,0.002108143,0.0001792163,0.003720644,0.0003945829,0.005871227,0.001397943,0.01064048,0.9252529,0.0002006469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.07073452,0.02580175,0.1567529,0.05883514,0.00765657,0.01015068,0.1496777,0.03249524,0.4878956],"genre_scores_gemma":[0.2512861,0.01775272,0.4469022,0.02256122,0.004455988,0.0115651,0.1610676,0.005455987,0.07895313],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03897401,"threshold_uncertainty_score":0.130381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00952968100405852,"score_gpt":0.3041774519521718,"score_spread":0.2946477709481133,"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."}}