{"id":"W4283696495","doi":"10.1136/annrheumdis-2022-eular.4605","title":"POS1097 BIOMARKERS OF INFLAMMATION AND JOINT TISSUE TURNOVER CAN HELP IMPROVING THE DIFFERENTIATION BETWEEN OSTEOARTHRITIS AND PSORIATIC ARTHRITIS PATIENTS","year":2022,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Amgen","keywords":"Medicine; Psoriatic arthritis; Osteoarthritis; Inflammation; Psoriasis; Arthritis; Dermatology; Internal medicine; Physical therapy; Pathology; Alternative medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001250788,0.00100786,0.001540057,0.001370236,0.0005414963,0.001886513,0.0004311734,0.00150358,0.01019952],"category_scores_gemma":[0.002091431,0.0003281425,0.0007013993,0.000917203,0.0003188775,0.0007579316,0.0006424662,0.001388587,0.004221024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003121592,"about_ca_system_score_gemma":0.0003848198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006436129,"about_ca_topic_score_gemma":0.001693951,"domain_scores_codex":[0.998828,0.0003577847,0.0001879515,0.0001557534,0.0003199097,0.0001505722],"domain_scores_gemma":[0.9988627,0.0003040999,0.0002769117,0.00005465731,0.0003109583,0.0001906376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01194623,0.001948806,0.6115151,0.001429949,0.0009064982,0.00149338,0.0002044937,0.0005252066,0.07774308,0.001118891,0.01652068,0.2746478],"study_design_scores_gemma":[0.001055688,0.00803626,0.893219,0.001079236,0.001373764,0.006080283,0.0009109393,0.003727096,0.03563759,0.004026686,0.04463771,0.000215797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8842001,0.04539002,0.003563129,0.005015012,0.002481443,0.0003790421,0.005103214,0.0004827096,0.05338519],"genre_scores_gemma":[0.9714786,0.005543918,0.005762857,0.002853486,0.001000164,0.0002533459,0.003732881,0.00005881574,0.009315921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01019952,"threshold_uncertainty_score":0.0341208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01708555810772306,"score_gpt":0.2511234807883387,"score_spread":0.2340379226806157,"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."}}