{"id":"W4210335499","doi":"10.3410/f.741175888.793591205","title":"Faculty Opinions recommendation of Noninvasive Diagnosis of PLA2R-Associated Membranous Nephropathy: A Validation Study.","year":2022,"lang":"en","type":"dataset","venue":"Faculty Opinions – Post-Publication Peer Review of the Biomedical Literature","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Membranous nephropathy; Medicine; Pathology; Computational biology; Internal medicine; Biology; Proteinuria; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002057238,0.001680995,0.001448684,0.002200809,0.0006547503,0.002167537,0.002297892,0.002219862,0.05543917],"category_scores_gemma":[0.01617502,0.0004992426,0.001752503,0.002059403,0.000335338,0.001071809,0.001509736,0.001614111,0.04758134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009704974,"about_ca_system_score_gemma":0.002379028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01464738,"about_ca_topic_score_gemma":0.03487758,"domain_scores_codex":[0.9984351,0.0003353295,0.0002077275,0.0005018663,0.0003745461,0.0001454681],"domain_scores_gemma":[0.9942035,0.001976294,0.0006260196,0.001121874,0.001512016,0.000560225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002828251,0.00007092259,0.007456234,0.001089036,0.0001595131,0.0000470294,0.00001433287,0.0002622619,0.0002020977,0.0001631374,0.9819022,0.008350343],"study_design_scores_gemma":[0.001750064,0.0001442743,0.05263869,0.001589761,0.0004918735,0.0005882859,0.0001064058,0.003240183,0.001397623,0.001603066,0.9363486,0.0001012244],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001016325,0.0002181625,0.000190912,0.0002879899,0.00007242568,0.00005415687,0.9965175,0.0003117779,0.001330702],"genre_scores_gemma":[0.002553088,0.0001442141,0.0006208925,0.0002318416,0.00003449342,0.00011963,0.99493,0.00005623117,0.001309656],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05543917,"threshold_uncertainty_score":0.1854625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03096432222290787,"score_gpt":0.3491221497606988,"score_spread":0.3181578275377909,"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."}}