{"id":"W4403153407","doi":"10.1210/jendso/bvae163.2046","title":"12210 Prognostic Determinants of Aggressive Histology Papillary Thyroid Carcinoma: A Pathway to Personalized Treatment","year":2024,"lang":"en","type":"article","venue":"Journal of the Endocrine Society","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Histology; Medicine; Thyroid carcinoma; Papillary carcinoma; Oncology; Thyroid; Internal medicine; Carcinoma; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0008741507,0.0001832102,0.0003697278,0.0007936916,0.0003725581,0.001481613,0.0004976628,0.0006003189,0.004688469],"category_scores_gemma":[0.003743878,0.0001530864,0.0003571873,0.0008644859,0.0002643807,0.0007660745,0.0007459156,0.001339409,0.0006598454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007823962,"about_ca_system_score_gemma":0.001662186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002803841,"about_ca_topic_score_gemma":0.00462491,"domain_scores_codex":[0.9996542,0.000125057,0.00002533975,0.0000498901,0.00007463081,0.00007086823],"domain_scores_gemma":[0.9988047,0.0003223086,0.0003268053,0.00005921791,0.0002482902,0.0002387351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002426744,0.0001847138,0.8058538,0.0002126266,0.00009274859,0.0004692582,0.0001701985,0.001145031,0.000846396,0.001748201,0.01716973,0.1718646],"study_design_scores_gemma":[0.00007694723,0.0004797814,0.9283725,0.001277492,0.0004348089,0.002817455,0.001892652,0.01156129,0.0008652218,0.01296016,0.03916794,0.00009380489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7291361,0.06821277,0.01281352,0.1482508,0.0009036905,0.0002303182,0.004246382,0.0003970844,0.03580928],"genre_scores_gemma":[0.9804371,0.009785178,0.004559651,0.001568684,0.0008750497,0.0000519704,0.001302504,0.00001909992,0.001400627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004688469,"threshold_uncertainty_score":0.01568449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739816881586499,"score_gpt":0.2960411463768793,"score_spread":0.2786429775610143,"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."}}