{"id":"W3175018505","doi":"10.3389/fendo.2021.686996","title":"A Protocol for a Pan-Canadian Prospective Observational Study on Active Surveillance or Surgery for Very Low Risk Papillary Thyroid Cancer","year":2021,"lang":"en","type":"article","venue":"Frontiers in Endocrinology","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Mount Sinai Hospital; University of Calgary; University of British Columbia; University of Ottawa; University of Toronto; Western University; Université Laval; Université de Montréal; University Health Network; Dalhousie University; McMaster University; Women's College Hospital","funders":"Canadian Institutes of Health Research; Lotte and John Hecht Memorial Foundation","keywords":"Medicine; Papillary thyroid cancer; Thyroid cancer; Observational study; Thyroidectomy; Surgery; Radiological weapon; Disease; Thyroid; Cohort study; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000131939,0.0002793544,0.0007650417,0.0002578871,0.0001511758,0.0000164586,0.00008701727,0.0001046398,0.00005524166],"category_scores_gemma":[0.0005500409,0.000231422,0.0001899194,0.0003140675,0.00007257165,0.00006875131,0.00002657044,0.0002187289,0.000002673971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001454395,"about_ca_system_score_gemma":0.002250767,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004116358,"about_ca_topic_score_gemma":0.05761715,"domain_scores_codex":[0.997889,0.0001401449,0.0003786303,0.000711437,0.0001745638,0.0007061979],"domain_scores_gemma":[0.9984039,0.0006338084,0.0001695751,0.0003439223,0.0003035087,0.0001452804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006202931,0.00137785,0.930728,0.0001193347,0.0006973619,0.0003270279,0.0003228182,0.00003816564,0.00001374878,0.00007734994,0.04554885,0.0145466],"study_design_scores_gemma":[0.01097107,0.001907593,0.9561137,0.0001280294,0.00008288315,0.00001883977,0.001069357,0.00007589704,0.001551474,0.0004618625,0.02737804,0.0002412366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.6042821,0.001033543,0.0007455273,0.005906958,0.002692175,0.3823572,0.0024225,0.0001161992,0.0004437215],"genre_scores_gemma":[0.3568302,0.0001769894,0.001170422,0.0006144575,0.0002864735,0.6403707,0.0001014334,0.00004456487,0.0004047539],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.2580134,"threshold_uncertainty_score":0.9595789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07535511625844388,"score_gpt":0.3594563053886243,"score_spread":0.2841011891301805,"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."}}