{"id":"W4386434788","doi":"10.1093/rheumatology/kead459","title":"Advocating for better trials in rheumatology","year":2023,"lang":"en","type":"article","venue":"Lara D. Veeken","topic":"Vasculitis and related conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Rheumatology Research Foundation","keywords":"Medicine; Rheumatology; Internal medicine; MEDLINE; Physical therapy; Family 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5573151,0.002547892,0.008017434,0.004741404,0.005907792,0.02706564,0.009411371,0.09229834,0.05883153],"category_scores_gemma":[0.6196367,0.00280027,0.006937699,0.005830074,0.01869672,0.0516762,0.01564903,0.08067274,0.02394669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00655671,"about_ca_system_score_gemma":0.02440541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005426211,"about_ca_topic_score_gemma":0.000874916,"domain_scores_codex":[0.4504471,0.442941,0.03544,0.01518547,0.04733839,0.008648096],"domain_scores_gemma":[0.1784336,0.5659316,0.07700079,0.05961691,0.06937849,0.04963867],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006194054,0.001219639,0.002734598,0.008383312,0.001301154,0.0005119799,0.001061583,0.0006211202,0.001524936,0.05578906,0.7011046,0.2195539],"study_design_scores_gemma":[0.01613042,0.002265666,0.002143853,0.01626408,0.0005120198,0.0004226291,0.0006872474,0.0009836205,0.000729718,0.1077241,0.8518273,0.000309283],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001010368,0.02678149,0.004915502,0.8768466,0.07831654,0.001542932,0.0002401928,0.0002451463,0.01010122],"genre_scores_gemma":[0.01022779,0.006302039,0.02622668,0.8872896,0.06209515,0.002750181,0.00022209,0.0002937521,0.004592752],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4426849,"threshold_uncertainty_score":0.5459093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04318659618185069,"score_gpt":0.3332808520176112,"score_spread":0.2900942558357605,"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."}}