{"id":"W4400654828","doi":"10.3899/jrheum.2024-0261","title":"Introducing New GRAPPA Projects","year":2024,"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":"","funders":"","keywords":"Psoriatic arthritis; Attendance; Medical physics; Medicine; Work (physics); Medical education; Psoriasis; Family medicine; Engineering; Political science; Dermatology","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":[0.03856018,0.001252399,0.00057675,0.002102328,0.002920545,0.008836453,0.00289427,0.003615785,0.07833731],"category_scores_gemma":[0.04032816,0.0009879072,0.001707971,0.001343025,0.001429859,0.005327941,0.01363382,0.01051482,0.02686703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002630449,"about_ca_system_score_gemma":0.01405763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005958601,"about_ca_topic_score_gemma":0.002270632,"domain_scores_codex":[0.9776075,0.01307903,0.0008793039,0.001539974,0.00353637,0.003357713],"domain_scores_gemma":[0.9177498,0.00834109,0.00216466,0.003839974,0.0116608,0.05624374],"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":[0.0003459587,0.001165709,0.00186125,0.0006757032,0.00004397012,0.0003771615,0.002571583,0.0003200076,0.0009298896,0.01658214,0.7585332,0.2165934],"study_design_scores_gemma":[0.0001356957,0.0003116111,0.0008565363,0.000318814,0.00001042664,0.0002941868,0.001075509,0.0001711921,0.0001887119,0.004760589,0.9918487,0.00002803855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0406774,0.01680272,0.104573,0.3943812,0.1470787,0.01433168,0.003826387,0.008860683,0.2694682],"genre_scores_gemma":[0.07575243,0.01383104,0.3595853,0.108404,0.03125145,0.01588392,0.01113941,0.004383361,0.3797692],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07833731,"threshold_uncertainty_score":0.2620644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0177889597361733,"score_gpt":0.2811898969964777,"score_spread":0.2634009372603044,"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."}}