{"id":"W4225852860","doi":"10.3899/jrheum.211336","title":"Proceedings of the 2021 GRAPPA-Collaborative Research Network (CRN) Meeting","year":2022,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Psoriasis: Treatment and Pathogenesis","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Psoriatic arthritis; Medicine; Psoriasis; General partnership; Session (web analytics); Terminology; Family medicine; Internal medicine; Medical physics; Dermatology; World Wide Web","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":[0.01040766,0.001452186,0.0008919486,0.001312059,0.00159587,0.004904381,0.001379845,0.00364055,0.06923728],"category_scores_gemma":[0.007561015,0.0004647131,0.001059317,0.0006895948,0.0005671703,0.001334703,0.003800829,0.005032564,0.03012103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003567647,"about_ca_system_score_gemma":0.007741528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003567272,"about_ca_topic_score_gemma":0.009398262,"domain_scores_codex":[0.9954084,0.00193815,0.0002291814,0.0004381989,0.001275866,0.0007103384],"domain_scores_gemma":[0.992478,0.0005723051,0.000384937,0.0001643153,0.002245358,0.004155013],"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":[0.0002437531,0.00008128835,0.0003862088,0.0001734502,0.00001929959,0.0001255825,0.00005129365,0.00009710394,0.0003400034,0.00063835,0.9631999,0.0346437],"study_design_scores_gemma":[0.00005369181,0.00006020467,0.001264394,0.0002521501,0.000009655824,0.0001216219,0.00009804201,0.0001239118,0.0001380164,0.0005552692,0.9973119,0.00001108115],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.00854575,0.04330131,0.007794522,0.3148257,0.3890566,0.002088148,0.00810415,0.0007700613,0.2255138],"genre_scores_gemma":[0.04402195,0.04058821,0.01666721,0.07470251,0.13503,0.003083694,0.01932217,0.001044695,0.6655395],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06923728,"threshold_uncertainty_score":0.2316217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223839908001784,"score_gpt":0.2690969690727759,"score_spread":0.2467129782725975,"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."}}