{"id":"W4413887711","doi":"10.1016/j.sapharm.2025.03.042","title":"Development and Evaluation of Decision Tools for Patients with Arthritis: A Scoping Review","year":2025,"lang":"en","type":"article","venue":"Research in Social and Administrative Pharmacy","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Arthritis; Medicine; Intensive care medicine; Management science; Engineering; Internal 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":[0.118538,0.002370659,0.01247639,0.01455575,0.001708209,0.01132779,0.006187748,0.004758627,0.003873342],"category_scores_gemma":[0.3203831,0.002249749,0.01434784,0.01293394,0.002812383,0.007541151,0.003684748,0.004542242,0.0004513569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01001416,"about_ca_system_score_gemma":0.0344124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01471798,"about_ca_topic_score_gemma":0.02308895,"domain_scores_codex":[0.9134656,0.04030844,0.0278084,0.003538635,0.01365631,0.001222681],"domain_scores_gemma":[0.5906276,0.3646179,0.02125493,0.00331665,0.01903611,0.001146769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001204006,0.0006275022,0.007081004,0.5721424,0.01662604,0.00009772171,0.001644211,0.001390554,0.0001776885,0.00196074,0.004330449,0.3927177],"study_design_scores_gemma":[0.0007072074,0.0005766655,0.004441114,0.9366552,0.0337017,0.000191369,0.00124349,0.001193729,0.0003972329,0.00164126,0.01914917,0.0001019967],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00329187,0.9904692,0.001507902,0.001741381,0.0002638297,0.001616941,0.000356467,0.00002652904,0.0007259537],"genre_scores_gemma":[0.05451211,0.9182232,0.02030834,0.00209864,0.0002893134,0.003448647,0.0008997815,0.00003551102,0.0001844338],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.118538,"threshold_uncertainty_score":0.6268962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7117293029161939,"score_gpt":0.6896501455029924,"score_spread":0.02207915741320143,"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."}}