{"id":"W4312127316","doi":"10.3390/cancers14246097","title":"Prognostic Indicators of EIF1AX-Mutated Thyroid Tumor Malignancy and Cancer Aggressiveness","year":2022,"lang":"en","type":"article","venue":"Cancers","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital; Jewish General Hospital; University of Toronto; McGill University","funders":"","keywords":"Medicine; Thyroid nodules; Malignancy; Thyroidectomy; Histopathology; Thyroid cancer; Thyroid; Retrospective cohort study; Cancer; Pathology; Cytopathology; Papillary thyroid cancer; Internal medicine; Oncology; Cytology","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":[0.0006193376,0.0001468204,0.0001918536,0.0008980501,0.0002763415,0.0004561074,0.0002165959,0.0002560072,0.000785505],"category_scores_gemma":[0.00340101,0.0001594796,0.000191443,0.0006568067,0.0002968043,0.0003611883,0.0003850552,0.00027373,0.0001118177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002609145,"about_ca_system_score_gemma":0.0002536923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001513886,"about_ca_topic_score_gemma":0.002123042,"domain_scores_codex":[0.9997466,0.00005556716,0.00004396588,0.00004068281,0.00005775635,0.00005529555],"domain_scores_gemma":[0.9969348,0.0007702825,0.001461849,0.0001568457,0.0002620825,0.0004141523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003152288,0.000002783244,0.9992877,0.000001160971,0.000002944369,0.00005811291,0.00001449102,0.00001987134,0.000195648,0.000003420734,0.000006576724,0.0003757921],"study_design_scores_gemma":[0.000001495105,0.0000408234,0.9988121,0.000001768186,0.000007900578,0.00066189,0.000100174,0.000174334,0.0001317231,0.00001010575,0.00005599958,0.000001825223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996898,0.0001056505,0.00002987687,0.00001038756,9.742499e-7,0.000001738187,0.0000466544,0.000001287397,0.0001136656],"genre_scores_gemma":[0.9998259,0.00003841819,0.00003751406,0.000002181751,0.000004252398,0.000001032919,0.00006498065,4.376742e-7,0.00002531091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001513886,"threshold_uncertainty_score":0.003275394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026362796111411,"score_gpt":0.2684513145600695,"score_spread":0.2581876865989554,"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."}}