{"id":"W4316926470","doi":"10.1093/rheumatology/kead017","title":"Determination and characterization of patient subgroups based on pain trajectories in hand osteoarthritis","year":2023,"lang":"en","type":"article","venue":"Lara D. Veeken","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arthritis Society; Kiniksa Pharmaceuticals; Dutch Arthritis Society; Pfizer","keywords":"Medicine; Physical therapy; Psychosocial; Osteoarthritis; Quality of life (healthcare); Anxiety; Longitudinal study; Logistic regression; Depression (economics); Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0009194162,0.0001977184,0.000452334,0.0008823065,0.0003906407,0.0006331915,0.0002974073,0.0004336243,0.001413477],"category_scores_gemma":[0.004297531,0.0001164039,0.0003847708,0.0008544946,0.0002017245,0.0005641755,0.0005993193,0.0003308427,0.0002715013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002247401,"about_ca_system_score_gemma":0.0003407285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002488309,"about_ca_topic_score_gemma":0.002725239,"domain_scores_codex":[0.999522,0.0001262844,0.00006810987,0.00009202951,0.00009332858,0.00009826048],"domain_scores_gemma":[0.9983205,0.0004625877,0.0007162844,0.00009186999,0.0002203737,0.0001883063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002182943,0.00003660094,0.9960723,0.00001190789,0.00001862993,0.00003587744,0.0001412167,0.00003560353,0.000402629,0.00001077226,0.00004168176,0.002974518],"study_design_scores_gemma":[0.000008692756,0.0001848158,0.9987072,0.000008566373,0.00001214934,0.0001791561,0.0003780759,0.0003355027,0.0000692526,0.00003974871,0.000073153,0.000003689239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994872,0.0001065818,0.0001055713,0.00002161697,0.000001491077,0.00001249631,0.0001532942,0.000002007376,0.0001095925],"genre_scores_gemma":[0.9993486,0.00003526175,0.0001606512,0.00001117399,0.000003155246,0.00001863882,0.0003605767,0.000001256445,0.00006080733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002488309,"threshold_uncertainty_score":0.004947662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009323385037041864,"score_gpt":0.2254670252141047,"score_spread":0.2161436401770628,"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."}}