{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04997289,0.00276771,0.003353724,0.003456451,0.006684968,0.003316066,0.00411179,0.004283164,0.0902987],"category_scores_gemma":[0.05027469,0.002488626,0.003369398,0.005716308,0.001897492,0.001675187,0.001705316,0.003621093,0.01246188],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02068215,"about_ca_system_score_gemma":0.07866187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1291088,"about_ca_topic_score_gemma":0.2680988,"domain_scores_codex":[0.9680978,0.0180662,0.00542041,0.002426461,0.003612718,0.002376515],"domain_scores_gemma":[0.952965,0.008883532,0.004645343,0.007968214,0.0219196,0.003618402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.133733,0.01112007,0.01983744,0.06549616,0.002538586,0.001661771,0.005457093,0.005526219,0.004721383,0.0236795,0.5778083,0.1484205],"study_design_scores_gemma":[0.1399431,0.01309068,0.1170487,0.03169711,0.00184739,0.0006175009,0.003244064,0.005290072,0.002241332,0.01033452,0.6738257,0.0008199549],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0014125,0.0002434429,0.002716206,0.0003642608,0.0003376913,0.9695081,0.02175967,0.0001148329,0.003543324],"genre_scores_gemma":[0.002086648,0.0001462951,0.004802302,0.0003044031,0.00005139096,0.9884145,0.00322724,0.00001233118,0.0009548318],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9793178,"threshold_uncertainty_score":0.3020793,"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."}}