{"id":"W3170719356","doi":"10.1016/j.eprac.2021.04.007","title":"American Association of Clinical Endocrinology And Associazione Medici Endocrinologi Thyroid Nodule Algorithmic Tool","year":2021,"lang":"en","type":"review","venue":"Endocrine Practice","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Takeda Pharmaceutical Company; Roche","keywords":"Medicine; Nodule (geology); Thyroid; Association (psychology); Internal medicine; Endocrinology","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":[0.001129747,0.0006581929,0.001079405,0.005980211,0.0003143945,0.001077201,0.0007929372,0.0009707989,0.008132744],"category_scores_gemma":[0.006023838,0.0002528037,0.0009377103,0.004934659,0.0004033923,0.001063758,0.0009574431,0.001582795,0.002222356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127917,"about_ca_system_score_gemma":0.005471161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008211872,"about_ca_topic_score_gemma":0.01641963,"domain_scores_codex":[0.9993135,0.0001338902,0.00018333,0.00007451606,0.0002462911,0.00004858685],"domain_scores_gemma":[0.9980341,0.0007163394,0.0004983074,0.00004254758,0.0005673963,0.0001413954],"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":[0.00007262162,0.00005853246,0.003857472,0.01504631,0.0002752694,0.0001028091,0.00004638745,0.0002791384,0.000182008,0.002236818,0.1657999,0.8120426],"study_design_scores_gemma":[0.0001446652,0.00006208441,0.01376298,0.03954992,0.001112984,0.001367354,0.00009613063,0.0002918357,0.0001485336,0.002433721,0.9409885,0.00004112803],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.00059743,0.9796166,0.0006392229,0.005025758,0.001982846,0.0001106399,0.001334356,0.0000812067,0.0106119],"genre_scores_gemma":[0.006588193,0.9770154,0.004270768,0.004415353,0.001382526,0.0001817211,0.002750615,0.00001543791,0.003380018],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.008211872,"threshold_uncertainty_score":0.02720678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0583390049997741,"score_gpt":0.4500019365566371,"score_spread":0.391662931556863,"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."}}