{"id":"W2606468090","doi":"10.1016/j.kint.2017.02.018","title":"Prediction and validation of the duration of hemodialysis sessions for the treatment of acute ethylene glycol poisoning","year":2017,"lang":"en","type":"article","venue":"Kidney International","topic":"Poisoning and overdose treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Université Laval; Quebec - Clinical Research Organization in Cancer; Hôtel-Dieu de Québec","funders":"Canadian Institutes of Health Research","keywords":"Ethylene glycol; Ethylene glycol poisoning; Medicine; Metabolic acidosis; Hemodialysis; Surgery; Internal medicine; Chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003864121,0.0005107927,0.0005730698,0.001156403,0.0003081109,0.001133733,0.0005304767,0.0009844258,0.0005692089],"category_scores_gemma":[0.01013902,0.0002420985,0.0006207006,0.000567037,0.0002929812,0.0005129551,0.0003130489,0.0008667347,0.0002325695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00036922,"about_ca_system_score_gemma":0.0007105275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002847447,"about_ca_topic_score_gemma":0.002789262,"domain_scores_codex":[0.9986656,0.0006370667,0.0001588856,0.0002003115,0.0002213629,0.0001167823],"domain_scores_gemma":[0.9860909,0.008563077,0.002713056,0.0004649435,0.001386603,0.0007814126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005056199,0.0002240646,0.9923548,0.0000108118,0.00006333788,0.00002872863,0.00004416648,0.001071761,0.0006968649,0.00002438949,0.0001027312,0.004872846],"study_design_scores_gemma":[0.00004243103,0.0008921943,0.9502729,0.00005035346,0.0001810846,0.0003212295,0.0003531883,0.04484741,0.002282564,0.0001431924,0.0005933288,0.00002001729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997862,0.0002651683,0.001179039,0.0000695425,0.00002090838,0.00001309829,0.0002313907,0.00002407213,0.0003347628],"genre_scores_gemma":[0.9985311,0.00009338334,0.0009422392,0.00001901605,0.00001538044,0.00000794856,0.0002772536,0.000002581334,0.0001110701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003864121,"threshold_uncertainty_score":0.02043569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03169993156138498,"score_gpt":0.3252742058530357,"score_spread":0.2935742742916507,"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."}}