{"id":"W4410230280","doi":"10.1016/j.ocarto.2025.100622","title":"MonitOring the health trajectory of patients with kNee osteoarthritis referred for orthopaedic opinion: Protocol for the MOTION parallel cohort-implementation study","year":2025,"lang":"en","type":"article","venue":"Osteoarthritis and Cartilage Open","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Health and Medical Research Council; Medical Research Council; Canadian Institutes of Health Research; St Vincent's Hospital Melbourne","keywords":"Osteoarthritis; Medicine; Cohort; Protocol (science); Trajectory; Physical medicine and rehabilitation; Physical therapy; Orthopedic surgery; Surgery; Alternative medicine; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006143471,0.0002076978,0.0004488455,0.00006199268,0.0005641227,0.0001175668,0.0001636925,0.0000458531,0.00002832917],"category_scores_gemma":[0.00005782769,0.0001283989,0.00009786039,0.0001871009,0.00009993269,0.0002272952,0.000121602,0.0001099759,6.413175e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005372265,"about_ca_system_score_gemma":0.000193978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000108459,"about_ca_topic_score_gemma":0.001487291,"domain_scores_codex":[0.9983089,0.000124484,0.0005716106,0.0003736793,0.0003145996,0.0003067386],"domain_scores_gemma":[0.9987676,0.0002258446,0.0002690666,0.0004130054,0.0002442784,0.00008019833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002698901,0.0002594572,0.5995787,0.0002599804,0.00006220145,9.781417e-7,0.001056733,0.000006243212,0.00004057467,0.00008262193,0.0004977635,0.3954558],"study_design_scores_gemma":[0.05207319,0.01736511,0.9031616,0.0007499998,0.0001483357,0.000005592209,0.008047127,0.000008810753,0.0004291758,0.00003704213,0.01778291,0.000191073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5954541,0.0003849422,0.0004690052,0.001404837,0.0003586307,0.4015305,0.0001872585,0.0000334062,0.0001773371],"genre_scores_gemma":[0.7516286,0.00001335507,0.0004065343,0.0001532606,0.00008405201,0.2473855,0.00005926296,0.0000272712,0.0002421216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3952647,"threshold_uncertainty_score":0.5235953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0293210024234081,"score_gpt":0.3530265430043945,"score_spread":0.3237055405809863,"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."}}