{"id":"W4294597778","doi":"10.1016/j.nephro.2022.07.180","title":"Effet d’empagliflozine sur le changement (aggravation/amélioration) de groupe de risque d’IRC selon KDIGO : évalué dans EMPA-REG-OUTCOME","year":2022,"lang":"fr","type":"article","venue":"Néphrologie & Thérapeutique","topic":"Colorectal Cancer Treatments and Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"EMPA; Medicine; Gynecology; Chemistry","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002000605,0.0007836096,0.001100549,0.0003590378,0.001461959,0.00008169894,0.0005083582,0.0003731853,0.001333604],"category_scores_gemma":[0.0002679556,0.00078317,0.0004334096,0.001087584,0.000366344,0.0002791988,0.0006697539,0.001119468,0.00008961635],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005056536,"about_ca_system_score_gemma":0.001549949,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006730682,"about_ca_topic_score_gemma":0.005539578,"domain_scores_codex":[0.9944941,0.001080435,0.0009500916,0.001007078,0.0007960967,0.001672181],"domain_scores_gemma":[0.997676,0.0004722105,0.0004170632,0.0007957722,0.0002837745,0.0003551574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005062709,0.009622451,0.6852483,0.001276822,0.005848441,0.00298316,0.03887009,0.01239915,0.0200786,0.02087103,0.04407064,0.1536686],"study_design_scores_gemma":[0.008376818,0.00665569,0.5644552,0.0001590536,0.002020281,0.0004180243,0.005674035,0.004850331,0.006527488,0.00290861,0.3967931,0.001161378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8864627,0.02963733,0.002872091,0.06432936,0.002862951,0.002710969,0.0004803799,0.000502406,0.01014186],"genre_scores_gemma":[0.968636,0.004228906,0.0009450236,0.007001972,0.001148276,0.002176084,0.0003554457,0.0001199622,0.01538835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3527224,"threshold_uncertainty_score":0.9998836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04556939750148932,"score_gpt":0.3071235698442708,"score_spread":0.2615541723427815,"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."}}