{"id":"W4401219509","doi":"10.3899/jrheum.2024-0655","title":"GRAPPA Point-Counterpoint: Should Biologics Be Used for Mild Psoriasis?","year":2024,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"XBiotech; Sanofi; Eli Lilly and Company; Amgen","keywords":"Medicine; Psoriatic arthritis; Psoriasis; Dermatology; Body surface area; Internal medicine; Surgery","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":[0.006779094,0.0007955688,0.001544525,0.001311744,0.001146977,0.0030078,0.001437441,0.01035489,0.0236452],"category_scores_gemma":[0.03352267,0.0002951298,0.001502394,0.001007837,0.001659046,0.002970758,0.001346693,0.01071158,0.009374931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386065,"about_ca_system_score_gemma":0.001793195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001338015,"about_ca_topic_score_gemma":0.00274667,"domain_scores_codex":[0.9960455,0.00185092,0.0005595341,0.0003374846,0.0009524775,0.0002540228],"domain_scores_gemma":[0.9862547,0.007402516,0.001452839,0.0005339162,0.00310075,0.001255362],"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":[0.002333314,0.0002234142,0.002847865,0.001704085,0.000289222,0.0008595613,0.0002057022,0.0002901018,0.0007005897,0.01528743,0.609502,0.3657568],"study_design_scores_gemma":[0.001433158,0.00061451,0.002911613,0.003856218,0.0003236977,0.001266735,0.0003420353,0.0003732865,0.0005404623,0.01552899,0.9727294,0.00007981568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00472826,0.06120975,0.0032425,0.8488271,0.03579325,0.0002718552,0.0006056483,0.0005387241,0.04478301],"genre_scores_gemma":[0.07482864,0.04694128,0.01392814,0.7711445,0.061352,0.0006066735,0.0009694467,0.0002835114,0.02994575],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0236452,"threshold_uncertainty_score":0.07910103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04032703183123507,"score_gpt":0.2846430544685096,"score_spread":0.2443160226372746,"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."}}