{"id":"W4383555631","doi":"10.3899/jrheum.2023-0519","title":"GRAPPA 2022 Patient Research Partners Network Update: Managing Growth","year":2023,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psoriatic arthritis; Coronavirus disease 2019 (COVID-19); Pandemic; Psoriasis; Medical physics; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Physical therapy; Disease; Pathology; Immunology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03004353,0.001570942,0.001862484,0.004035444,0.0009984057,0.007480524,0.004232068,0.004198767,0.03251946],"category_scores_gemma":[0.09600832,0.001009767,0.001757134,0.006835625,0.0005475704,0.005244319,0.006221664,0.005433714,0.02031363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004110009,"about_ca_system_score_gemma":0.01832171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01744709,"about_ca_topic_score_gemma":0.02942703,"domain_scores_codex":[0.987802,0.005333601,0.001673417,0.0003630553,0.003996328,0.0008315646],"domain_scores_gemma":[0.9463087,0.01846282,0.006164401,0.002131418,0.01965203,0.007280622],"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":[0.00004749093,0.00002842197,0.000804436,0.0003012841,0.00003394959,0.00003346067,0.00005001735,0.0002080905,0.00001075484,0.001134934,0.9192261,0.07812119],"study_design_scores_gemma":[0.0001144332,0.0000369884,0.002163994,0.002103325,0.00005823067,0.0001552049,0.00009931382,0.0003855131,0.00005671081,0.002180706,0.9926196,0.00002604634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005067834,0.07827196,0.01752804,0.5114092,0.0218236,0.001635385,0.1124445,0.005084543,0.246735],"genre_scores_gemma":[0.04375901,0.2146686,0.1230672,0.1210437,0.03481878,0.01219548,0.3258989,0.005648207,0.1189002],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03251946,"threshold_uncertainty_score":0.1588873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.348093335066965,"score_gpt":0.4624008602431899,"score_spread":0.1143075251762248,"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."}}