{"id":"W4413818451","doi":"10.58931/crt.2025.2263","title":"Can We Prevent Psoriatic Arthritis?","year":2025,"lang":"en","type":"article","venue":"Canadian rheumatology today.","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Psoriatic arthritis; Medicine; Arthritis; Dermatology; Psoriasis; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005812771,0.000184126,0.0004940157,0.0002944912,0.0002315548,0.00001313976,0.00008573305,0.0001529928,0.0005301031],"category_scores_gemma":[0.0001182869,0.0001829762,0.00009758151,0.0002512757,0.0001191452,0.00002248805,0.00002771189,0.000158469,0.0001659097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003435369,"about_ca_system_score_gemma":0.001042257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06650449,"about_ca_topic_score_gemma":0.5268117,"domain_scores_codex":[0.9987293,0.000036171,0.0002851096,0.0003107552,0.00008236917,0.0005563032],"domain_scores_gemma":[0.9990987,0.00005118756,0.00004282873,0.0003407465,0.00006207529,0.000404448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001109765,0.0003419257,0.3847033,0.0003633459,0.001722221,0.00304361,0.001113856,0.000002356026,0.00001916916,0.09236097,0.1875106,0.3287077],"study_design_scores_gemma":[0.01783978,0.0007371838,0.1605708,0.004607114,0.0005296399,0.003368894,0.001794162,0.00007245459,0.0005034558,0.0239023,0.7851501,0.0009241129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8288398,0.04411402,0.00001318252,0.08215287,0.002272751,0.001033598,0.0001188618,0.0001312164,0.04132366],"genre_scores_gemma":[0.9884202,0.00448811,0.0001381817,0.001742996,0.00001578504,0.0001133952,0.00004695051,0.00001727202,0.005017097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5976395,"threshold_uncertainty_score":0.9397117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007308131181280856,"score_gpt":0.2423393835538063,"score_spread":0.2350312523725255,"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."}}