{"id":"W4416463437","doi":"10.21956/hrbopenres.14929.r33751","title":"Referee report. For: ANCA-associated vasculitis in Ireland: a multi-centre national cohort study [version 1; peer review: 2 approved]","year":2023,"lang":"en","type":"article","venue":"Faculty of 1000 Research Ltd","topic":"Vasculitis and related conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Health Service Executive; Medical Research Charities Group; Irish Nephrology Society; European Commission; Canadian Institute for Theoretical Astrophysics","keywords":"Vasculitis; Cohort study; Epidemiology; Cohort; MEDLINE","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01227339,0.001328166,0.002607787,0.004301213,0.002887825,0.003578491,0.003460167,0.006465867,0.3863991],"category_scores_gemma":[0.2767792,0.0008490393,0.002676451,0.003420101,0.0009391616,0.002191515,0.003416725,0.003989361,0.1228396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003481733,"about_ca_system_score_gemma":0.006431779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04094465,"about_ca_topic_score_gemma":0.0411287,"domain_scores_codex":[0.9900228,0.002563249,0.002583583,0.001177243,0.00282267,0.0008303656],"domain_scores_gemma":[0.7604961,0.06373668,0.006990421,0.01186363,0.1488385,0.008074539],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000260355,0.000009094518,0.0001936737,0.0001705778,0.000008769507,0.00005891705,0.00003045656,0.000004863327,0.00001697591,0.00008196471,0.9972686,0.002130149],"study_design_scores_gemma":[0.001095661,0.00008988391,0.01610202,0.004272522,0.0001411464,0.001012331,0.001004436,0.0002653769,0.0003633802,0.003223001,0.9721829,0.0002473891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.001698287,0.003168467,0.002986676,0.3668287,0.4374954,0.006871087,0.1428158,0.003775782,0.03435993],"genre_scores_gemma":[0.02692124,0.005550975,0.009106076,0.3539787,0.1412219,0.02693685,0.07135359,0.003851454,0.3610792],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9877266,"threshold_uncertainty_score":0.8752272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07337315713552912,"score_gpt":0.4028307423115333,"score_spread":0.3294575851760042,"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."}}