{"id":"W1991572775","doi":"10.3390/cancers2020885","title":"The Evolution of Biomarkers in Thyroid Cancer—From Mass Screening to a Personalized Biosignature","year":2010,"lang":"en","type":"article","venue":"Cancers","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; McGill University Health Centre; McGill University","keywords":"Medicine; Thyroid cancer; Thyroid; Thyroid nodules; Medullary thyroid cancer; Malignancy; Calcitonin; Pathology; Biomarker; Fine-needle aspiration; Population; Biopsy; Internal medicine; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.009494691,0.0006618542,0.001384088,0.003432242,0.0005368556,0.003556179,0.0008356972,0.002472385,0.0007681945],"category_scores_gemma":[0.01238953,0.0004561704,0.0005402911,0.002382948,0.003908236,0.004877426,0.0013911,0.003231152,0.0004480507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002466466,"about_ca_system_score_gemma":0.001987132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308606,"about_ca_topic_score_gemma":0.001101983,"domain_scores_codex":[0.9962781,0.001982274,0.0003888437,0.0003499064,0.0009034215,0.0000973955],"domain_scores_gemma":[0.9884532,0.008014422,0.0008793013,0.0004323191,0.001921705,0.0002990058],"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":[0.0003063378,0.00022116,0.02244495,0.002670395,0.000337741,0.0008097597,0.0008825569,0.002790367,0.007049785,0.06796492,0.01493138,0.8795906],"study_design_scores_gemma":[0.0001317595,0.001607704,0.03492283,0.005428459,0.0006144534,0.009000976,0.002148192,0.01099788,0.0174238,0.2939336,0.6233549,0.0004354767],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01710487,0.8264431,0.03523522,0.1108235,0.001591544,0.00007338398,0.0001953706,0.0002429991,0.008289982],"genre_scores_gemma":[0.2282542,0.6308985,0.09228967,0.03623526,0.008479868,0.0001944865,0.0002075129,0.0001034511,0.003337009],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009494691,"threshold_uncertainty_score":0.05021334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0103840702484032,"score_gpt":0.2757769063885783,"score_spread":0.2653928361401751,"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."}}