{"id":"W4385445578","doi":"10.3899/jrheum.2023-0534","title":"Proceedings of the Collaborative Research Network Meeting at the GRAPPA 2022 Annual Meeting","year":2023,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital","funders":"NIHR Cambridge Biomedical Research Centre; National Institute for Health and Care Research; Celltrion; Celgene; Biogen; Gilead Sciences; Amgen; Pfizer; Eli Lilly and Company","keywords":"Psoriatic arthritis; Medicine; Psoriasis; Cohort; Steering committee; Arthritis; Medical physics; Physical therapy; Family medicine; Dermatology; Internal medicine; Engineering management; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03801196,0.001485259,0.001332525,0.001394986,0.003227627,0.007305426,0.002008942,0.006282148,0.04734346],"category_scores_gemma":[0.02890702,0.0007102154,0.001391981,0.001069703,0.00105271,0.00290245,0.006279521,0.01027346,0.0186274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006100172,"about_ca_system_score_gemma":0.01650787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004918467,"about_ca_topic_score_gemma":0.01356098,"domain_scores_codex":[0.9819764,0.008634517,0.0008579087,0.001812426,0.004898502,0.001820148],"domain_scores_gemma":[0.9766059,0.003422972,0.001167115,0.0007792921,0.006992178,0.01103257],"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":[0.0003814239,0.00008906351,0.0005409876,0.0002659442,0.00004089003,0.0001730745,0.0002659348,0.0001505304,0.0004669583,0.002177621,0.9600197,0.03542794],"study_design_scores_gemma":[0.0001105009,0.00009827729,0.001793714,0.0003390644,0.00002524807,0.00009700457,0.0003090155,0.0001900392,0.0002485258,0.001563029,0.9951964,0.00002925461],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007021494,0.02653651,0.01054237,0.5160403,0.3632726,0.001866462,0.004752437,0.0004143916,0.06955354],"genre_scores_gemma":[0.06740437,0.03146353,0.02698574,0.1309853,0.2053148,0.006167658,0.01160277,0.001523599,0.5185523],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04734346,"threshold_uncertainty_score":0.2010289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0251648354743387,"score_gpt":0.3201960542171448,"score_spread":0.2950312187428061,"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."}}