{"id":"W3194040696","doi":"10.1186/s13075-021-02598-5","title":"Diagnosis of early stage knee osteoarthritis based on early clinical course: data from the CHECK cohort","year":2021,"lang":"en","type":"article","venue":"Arthritis Research & Therapy","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Scholarship Council; Arthritis Society; Dutch Arthritis Society","keywords":"Medicine; Stage (stratigraphy); Cohort; Radiography; Confidence interval; Osteoarthritis; Receiver operating characteristic; Physical therapy; Physical examination; Cohort study; Rheumatology; Internal medicine; Surgery; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002769432,0.0003498277,0.000865795,0.0001185089,0.0003642924,0.0001821756,0.0007286996,0.0003007836,0.003551183],"category_scores_gemma":[0.0008241122,0.000277768,0.0003292501,0.0006780459,0.0007248383,0.0002750756,0.0003105149,0.001148431,0.0004115136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005623974,"about_ca_system_score_gemma":0.001006601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009598618,"about_ca_topic_score_gemma":0.001321977,"domain_scores_codex":[0.9935299,0.001445313,0.0008471611,0.001175999,0.0021134,0.0008882077],"domain_scores_gemma":[0.9927302,0.002521946,0.0001543456,0.003349332,0.0007906709,0.0004534781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001358772,0.001514793,0.4346533,0.000008681891,0.0002209949,0.001214061,0.0001851135,4.456209e-7,0.001456067,0.000210443,0.005291859,0.5538855],"study_design_scores_gemma":[0.03778495,0.03192263,0.7336228,0.002158236,0.0001140372,0.000035745,0.0007179404,0.00009160088,0.02935809,0.0006065793,0.163008,0.0005793628],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698907,0.01994033,0.00001324869,0.003735971,0.0005024718,0.001991204,0.001877256,0.00008325779,0.001965565],"genre_scores_gemma":[0.9668741,0.02701524,0.0007051028,0.001143457,0.000663678,0.0004335978,0.001342388,0.0001018378,0.001720562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5533062,"threshold_uncertainty_score":0.9999675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1311590391043421,"score_gpt":0.411620543846917,"score_spread":0.2804615047425749,"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."}}