{"id":"W3039544712","doi":"10.21037/gs-20-389","title":"Active surveillance for low-risk small papillary thyroid cancer in North American countries: past, present and future (bridging the gap between North American and Asian practices)","year":2020,"lang":"en","type":"review","venue":"Gland Surgery","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Medicine; Overdiagnosis; Thyroid cancer; Watchful waiting; Papillary thyroid cancer; Thyroid nodules; Asymptomatic; Thyroid; Thyroidectomy; Cancer; General surgery; Intensive care medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002750929,0.0002350016,0.0002707779,0.001417362,0.0008096576,0.001788287,0.0007253475,0.001065137,0.001879477],"category_scores_gemma":[0.003744634,0.0002655987,0.0003628842,0.001576331,0.0007962707,0.001794551,0.001328535,0.001387418,0.0004101353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001251493,"about_ca_system_score_gemma":0.004787577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02956808,"about_ca_topic_score_gemma":0.03597177,"domain_scores_codex":[0.9991785,0.0002374421,0.0001200467,0.0001380512,0.0001894762,0.0001364486],"domain_scores_gemma":[0.9977396,0.0002284375,0.0004623167,0.00005945162,0.0007594328,0.0007508065],"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":[0.000137349,0.0002084039,0.3520461,0.002094,0.00009225897,0.0008625333,0.002943197,0.0001154312,0.0007690451,0.002029239,0.08178104,0.5569214],"study_design_scores_gemma":[0.00006046431,0.0002917547,0.7945657,0.009462829,0.0002692321,0.003739635,0.01139949,0.0007334726,0.0002904759,0.002309306,0.1767791,0.00009861687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1859322,0.613399,0.001866153,0.172939,0.005243869,0.0001327795,0.001168101,0.0002424425,0.01907647],"genre_scores_gemma":[0.6143639,0.3519626,0.003450817,0.02116409,0.005351636,0.0001534739,0.001454089,0.00003942701,0.002059944],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02956808,"threshold_uncertainty_score":0.05879194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03346123867785765,"score_gpt":0.3118646517218289,"score_spread":0.2784034130439713,"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."}}