{"id":"W4390936589","doi":"10.21203/rs.3.rs-3861599/v1","title":"Twenty four-hour sleep, movement and sedentary activity profiles in adults living with Rheumatoid Arthritis: A cross-sectional latent class analysis","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arthritis Research Centre of Canada; Simon Fraser University; University of British Columbia","funders":"Arthritis Society","keywords":"Latent class model; Sitting; Medicine; Multinomial logistic regression; Rheumatoid arthritis; Logistic regression; Sleep (system call); Ambulatory; Cross-sectional study; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00283477,0.0004023297,0.0004886709,0.001097562,0.0008522381,0.001254462,0.0005479815,0.0007255345,0.002309059],"category_scores_gemma":[0.003771443,0.0003413831,0.001850447,0.001404031,0.0004896823,0.0006749214,0.001140458,0.0009920085,0.0004357755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004709378,"about_ca_system_score_gemma":0.0006006288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01212504,"about_ca_topic_score_gemma":0.009665628,"domain_scores_codex":[0.9987558,0.0004747823,0.0001678247,0.0002569738,0.0001593218,0.0001852142],"domain_scores_gemma":[0.9974691,0.0007187932,0.0008426307,0.0003441364,0.000284809,0.0003407141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009356428,0.00008648579,0.9983709,0.00001352509,0.0001294943,0.00001371017,0.0001723179,0.0001415974,0.00008380156,0.00002559833,0.00009788093,0.0007711913],"study_design_scores_gemma":[0.00001218674,0.0001404305,0.9964017,0.00001405676,0.00006149761,0.00004078843,0.0005846414,0.002475876,0.00003752733,0.00006411233,0.000158324,0.00000896686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980682,0.00009604405,0.0005162055,0.00006257113,0.00000756605,0.00003482581,0.001046081,0.000006886919,0.0001615952],"genre_scores_gemma":[0.9982492,0.0000392295,0.0003310029,0.00001649931,0.000005879015,0.00004983252,0.001191634,0.000002743077,0.0001140652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01212504,"threshold_uncertainty_score":0.02410895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03444538860727477,"score_gpt":0.3529434795498272,"score_spread":0.3184980909425524,"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."}}