{"id":"W2146286597","doi":"10.1002/cncy.21436","title":"The value of second opinion in thyroid cytology: A review","year":2014,"lang":"en","type":"review","venue":"Cancer Cytopathology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Atypia; Thyroid; Thyroid nodules; Malignancy; Fine-needle aspiration; Radiology; Medical diagnosis; Pathology; Internal medicine; Biopsy","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":[0.004463881,0.0006914414,0.001715208,0.008916021,0.0005064638,0.002627026,0.001816596,0.00220146,0.001055949],"category_scores_gemma":[0.01512574,0.0005893717,0.001092718,0.008179383,0.002112553,0.003059146,0.00112762,0.001247885,0.0004383898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001820606,"about_ca_system_score_gemma":0.003034963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003306847,"about_ca_topic_score_gemma":0.003183167,"domain_scores_codex":[0.9965662,0.0008454448,0.00113037,0.000432411,0.0009042751,0.0001212923],"domain_scores_gemma":[0.9787679,0.01519188,0.002625936,0.0003509735,0.00268147,0.0003817327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002021521,0.00006950688,0.006093151,0.08271714,0.0003907807,0.001866193,0.0006610572,0.0002633916,0.0008441113,0.001604236,0.01612904,0.8891593],"study_design_scores_gemma":[0.0001311403,0.0008484177,0.03920479,0.2258635,0.003929383,0.05662376,0.002219658,0.000868674,0.001830102,0.002611607,0.6656016,0.0002674788],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004128778,0.9988382,0.00008566889,0.0002569235,0.0001685481,0.000004379286,0.000008534252,0.000002829754,0.0002219138],"genre_scores_gemma":[0.005266648,0.9935471,0.0002733869,0.0004102184,0.000421895,0.000009462493,0.00002687679,0.000002407354,0.00004188551],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008916021,"threshold_uncertainty_score":0.02360755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04267416765596135,"score_gpt":0.3957431584306475,"score_spread":0.3530689907746862,"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."}}