{"id":"W3094637249","doi":"10.1016/j.ejso.2020.10.040","title":"Predicting the risk of pT3a stage in cT1 clear cell renal cell carcinoma","year":2020,"lang":"en","type":"article","venue":"European Journal of Surgical Oncology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Université de Montréal","funders":"","keywords":"Nephrectomy; Renal cell carcinoma; Stage (stratigraphy); Logistic regression; Medicine; Urology; Internal medicine; Biology; Kidney","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":[0.001865062,0.0001947977,0.0007130304,0.0001162996,0.00005026973,0.00001018915,0.0002902878,0.00006278362,0.0002927754],"category_scores_gemma":[0.0001252696,0.0001166347,0.0003514622,0.0002695488,0.0001885079,0.00006253835,0.0001370359,0.001148592,0.00005512169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001588842,"about_ca_system_score_gemma":0.0002499964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000237993,"about_ca_topic_score_gemma":0.000002445727,"domain_scores_codex":[0.9959452,0.001939987,0.001157805,0.0002208505,0.0004295055,0.0003067204],"domain_scores_gemma":[0.9976209,0.0006023205,0.001002315,0.0002140882,0.0001790131,0.0003813342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02243567,0.002861677,0.7141961,0.0005049875,0.0003652193,0.1717405,0.0123875,0.002764597,0.04509478,0.00006459715,0.004982079,0.02260225],"study_design_scores_gemma":[0.02953769,0.04528184,0.5039871,0.0001896763,0.0009743624,0.002879013,0.003419565,0.001122971,0.03679517,0.00001167349,0.3754403,0.0003606505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9052266,0.001180029,0.00002922837,0.002438458,0.000125021,0.0001903302,0.000008779871,0.000008770942,0.0907928],"genre_scores_gemma":[0.9976196,0.0005901678,0.0005751185,0.0002567288,0.0005813382,6.908803e-7,0.000002221247,0.00003955358,0.0003345825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3704582,"threshold_uncertainty_score":0.4990124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03353703516931606,"score_gpt":0.2593866993256844,"score_spread":0.2258496641563684,"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."}}