{"id":"W4411455733","doi":"10.4314/ecajs.v26i4.2","title":"Multidisciplinary thyroid disease management in The Gambia: Results of a 6-year multinational collaboration","year":2021,"lang":"en","type":"article","venue":"East and Central African journal of surgery","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Thyroidectomy; Thyroid; Referral; Pediatrics; Disease; Thyroid disease; Thyroid nodules; Histopathology; General surgery; Surgery; Internal medicine; Family medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00438961,0.0004236992,0.0002659271,0.0007293393,0.001502591,0.001222208,0.0005980807,0.0004783244,0.0007273337],"category_scores_gemma":[0.00423768,0.0002866786,0.0003482,0.001083929,0.000392261,0.0007836751,0.002892462,0.0007454676,0.0001075578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002337872,"about_ca_system_score_gemma":0.007765506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0556079,"about_ca_topic_score_gemma":0.1206057,"domain_scores_codex":[0.9985587,0.0006820305,0.00007984743,0.00008933282,0.0001774846,0.000412609],"domain_scores_gemma":[0.9959984,0.0004850028,0.000786787,0.0001341522,0.0005555367,0.002040046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007522078,0.002018535,0.8808215,0.0002330682,0.0001288052,0.001012413,0.01170162,0.0003798403,0.0005882245,0.000210655,0.003621177,0.09853186],"study_design_scores_gemma":[0.000187862,0.0008479488,0.9760796,0.0004572679,0.00006178747,0.0003903253,0.01772626,0.0003931035,0.00008023621,0.00006944992,0.003678667,0.00002745743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969199,0.0007335055,0.00006235197,0.0007531391,0.00003019288,0.0001516147,0.0002100425,0.000008471538,0.001130921],"genre_scores_gemma":[0.9952033,0.001985183,0.0009322172,0.0005286051,0.00004172064,0.0002781465,0.0006231493,0.000009805473,0.0003978952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0556079,"threshold_uncertainty_score":0.1105685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02391756602130704,"score_gpt":0.262286148722127,"score_spread":0.23836858270082,"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."}}