{"id":"W4409713813","doi":"10.1016/j.joca.2025.02.485","title":"COMPARISION AND VALIDATION OF TWO HISTOLOGICAL GRADING SCHEMES FOR CANINE OSTEOARTHRITIS-RELATED SYNOVIAL LESIONS","year":2025,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage","topic":"Musculoskeletal synovial abnormalities and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Osteoarthritis; Grading (engineering); Medicine; Pathology; Biology","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":[0.02284771,0.0005307973,0.0006242308,0.006058374,0.0007690188,0.00179644,0.0009495518,0.001177739,0.001645121],"category_scores_gemma":[0.02356556,0.0005236788,0.0006362364,0.001565576,0.001370097,0.001123669,0.001154617,0.0007420597,0.0005430182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001289403,"about_ca_system_score_gemma":0.0007572814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003223772,"about_ca_topic_score_gemma":0.007909274,"domain_scores_codex":[0.9900494,0.002825961,0.001629658,0.001473922,0.003580479,0.0004406444],"domain_scores_gemma":[0.958463,0.009768073,0.005652659,0.004333891,0.02085573,0.0009267128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.009218165,0.0008714591,0.3183671,0.001641547,0.000954439,0.0002545927,0.002705738,0.003751441,0.491965,0.001765187,0.00155963,0.1669457],"study_design_scores_gemma":[0.0003403968,0.008714918,0.7733415,0.0005346492,0.001959779,0.00268266,0.002827507,0.03095355,0.1608543,0.00146355,0.01609272,0.0002344315],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338973,0.003385259,0.05549132,0.0001911695,0.00034112,0.0008154382,0.001383446,0.0003008037,0.004194217],"genre_scores_gemma":[0.9334944,0.0008632645,0.0624104,0.00009041206,0.00004109724,0.0003186757,0.001546522,0.00008915895,0.001146122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02284771,"threshold_uncertainty_score":0.1208317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378404532216342,"score_gpt":0.2822380852023023,"score_spread":0.2684540398801388,"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."}}