{"id":"W4224929264","doi":"10.1093/ejcts/ezac274","title":"Factors predicting recurrence in thymic epithelial neoplasms","year":2022,"lang":"en","type":"article","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Myasthenia Gravis and Thymoma","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Thymic carcinoma; Hazard ratio; Medicine; Thymoma; Confidence interval; Lymphovascular invasion; Proportional hazards model; Stage (stratigraphy); Internal medicine; Gastroenterology; Oncology; Surgery; Cancer; Metastasis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008793685,0.0002241641,0.0007974239,0.0006165242,0.000164816,0.00003247269,0.0002225675,0.00002293438,0.0002606622],"category_scores_gemma":[0.0007709476,0.0001839811,0.0006505824,0.0005570084,0.00005423241,0.0001472076,0.0001353535,0.001021551,0.000017057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001768164,"about_ca_system_score_gemma":0.0002911467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006482713,"about_ca_topic_score_gemma":6.839295e-7,"domain_scores_codex":[0.9949739,0.002453784,0.001054409,0.0002363109,0.0008694807,0.0004121367],"domain_scores_gemma":[0.9981491,0.0005345083,0.0006058179,0.0002996021,0.0001380386,0.0002729316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001033291,0.000168141,0.8421635,0.00007117991,0.0002041939,0.00913745,0.001833586,0.0004775037,0.001258354,0.000008737911,0.002333571,0.1413105],"study_design_scores_gemma":[0.001115517,0.0009096926,0.8946943,0.0008092421,0.0002609327,0.007780449,0.003194586,0.0001139849,0.00181216,0.00004656162,0.08875966,0.000502968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920804,0.001429805,0.0001284179,0.0002433524,0.002098196,0.0001160336,0.00002694292,0.0000279046,0.003848981],"genre_scores_gemma":[0.9986858,0.0001302061,0.0001139643,0.00011608,0.0007020147,0.000001889222,0.00001122786,0.00006171298,0.0001770958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1408075,"threshold_uncertainty_score":0.7502531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04584198895319928,"score_gpt":0.2794391062307731,"score_spread":0.2335971172775738,"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."}}