{"id":"W4317780828","doi":"10.1016/j.autrev.2023.103273","title":"Development of an algorithm for IgG4-related disease management","year":2023,"lang":"en","type":"review","venue":"Autoimmunity Reviews","topic":"IgG4-Related and Inflammatory Diseases","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Universitat Autònoma de Barcelona; Academy of Medical Sciences","keywords":"Algorithm; IgG4-related disease; Medicine; Computer science; Disease; Pathology","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":[0.002632016,0.001900816,0.002758739,0.005943537,0.0005411279,0.002730727,0.002213834,0.00181732,0.004445074],"category_scores_gemma":[0.00382929,0.0004933045,0.002445153,0.002142522,0.0005453707,0.002762709,0.001400311,0.003519879,0.002873555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002175152,"about_ca_system_score_gemma":0.003602497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003282655,"about_ca_topic_score_gemma":0.004551024,"domain_scores_codex":[0.9988028,0.0002694556,0.0003169242,0.000198558,0.0003290115,0.00008326396],"domain_scores_gemma":[0.9982156,0.0006240073,0.0002968049,0.00004436614,0.0007111077,0.0001081669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001518324,0.0001070858,0.002259493,0.007516893,0.0002944244,0.0004355296,0.0000627355,0.00153445,0.0006619517,0.005407658,0.05340991,0.928158],"study_design_scores_gemma":[0.0004265624,0.0005053937,0.01286771,0.03613502,0.002534487,0.009212396,0.0003799104,0.00757588,0.002638232,0.02498162,0.9025361,0.0002067609],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001875851,0.920454,0.0472293,0.01176522,0.002676972,0.0005722386,0.001051215,0.001079264,0.01329601],"genre_scores_gemma":[0.02178956,0.8016604,0.1529654,0.007975585,0.003291912,0.0008399853,0.004159098,0.0001103382,0.007207783],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005943537,"threshold_uncertainty_score":0.01578188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199031605225585,"score_gpt":0.3907182415846042,"score_spread":0.2708150810620457,"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."}}