{"id":"W4391552591","doi":"10.1007/978-3-031-41542-5_21","title":"Update in Pediatric Nephrology","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Children's Hospital","funders":"","keywords":"Nephrology; Medicine; Internal medicine","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":[0.0008694101,0.0009162862,0.001110928,0.003388817,0.000545014,0.00210335,0.0009912461,0.001861773,0.07042701],"category_scores_gemma":[0.002784996,0.0004575858,0.000545384,0.004239747,0.0003938571,0.002702849,0.001713839,0.00370178,0.02694397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127412,"about_ca_system_score_gemma":0.00215441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002933219,"about_ca_topic_score_gemma":0.01071361,"domain_scores_codex":[0.9995682,0.0000713582,0.00003917098,0.00003794384,0.0002330024,0.00005042323],"domain_scores_gemma":[0.9983655,0.0006299818,0.0001271834,0.00004750086,0.0005145502,0.0003153525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008972926,0.00002108647,0.0001113692,0.0004981182,0.00000493276,0.0001036672,0.00002549797,0.0001351289,0.0000823976,0.001502192,0.829856,0.1676507],"study_design_scores_gemma":[0.000002711995,0.000005065895,0.000175554,0.0004974701,0.00000482654,0.0002617781,0.00001077901,0.00002289438,0.00001959295,0.0004025016,0.9985935,0.000003148649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0005819743,0.7030367,0.002403147,0.02267005,0.06132321,0.00005423457,0.0007766251,0.0005110918,0.208643],"genre_scores_gemma":[0.00224642,0.6531881,0.004374535,0.02143012,0.04469221,0.0001062858,0.00131155,0.0002783627,0.2723725],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07042701,"threshold_uncertainty_score":0.2356018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480711110518135,"score_gpt":0.2579358462691464,"score_spread":0.233128735163965,"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."}}