{"id":"W2801269187","doi":"10.25959/23239253","title":"The role of synovial inflammation in osteoarthritis","year":2017,"lang":"en","type":"dissertation","venue":"UTAS Research Repository","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Government","keywords":"Medicine; Osteoarthritis; Synovitis; WOMAC; Knee pain; Cartilage; Placebo; Internal medicine; Effusion; Joint effusion; Arthritis; Physical therapy; Magnetic resonance imaging; Surgery; Pathology; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007634198,0.0001756512,0.0003661135,0.0003384397,0.0005160944,0.0001114903,0.0002595405,0.0003582417,0.00001816103],"category_scores_gemma":[0.0004490676,0.0001371707,0.0001378622,0.0001224707,0.0001630906,0.0001101911,0.00003355899,0.0007405256,0.00003741501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001716176,"about_ca_system_score_gemma":0.0006930417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003827949,"about_ca_topic_score_gemma":0.001945737,"domain_scores_codex":[0.9975168,0.0002227271,0.0004641734,0.0003087447,0.001076367,0.0004112265],"domain_scores_gemma":[0.9981886,0.0002059169,0.0002397424,0.0007338556,0.0005202136,0.0001117264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001448065,0.00009005155,0.001112,0.0001992257,0.00004302182,0.0004329767,0.0009296436,1.599311e-7,0.3318454,0.001728806,0.0001115181,0.6620591],"study_design_scores_gemma":[0.002501667,0.002749819,0.005482665,0.002182224,0.00005841826,0.00007619555,0.002931937,0.00001255018,0.9459753,0.00173558,0.03612265,0.0001709664],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7762377,0.009287958,4.978585e-8,0.00004433361,0.0005968667,0.001120154,0.00000773518,0.00001849133,0.2126867],"genre_scores_gemma":[0.9367378,0.0005935307,0.00001985933,9.240692e-7,0.0005161383,0.0002806465,0.0003873925,0.00003991244,0.0614238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6618882,"threshold_uncertainty_score":0.559366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01850897689752334,"score_gpt":0.3397556709257683,"score_spread":0.321246694028245,"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."}}