{"id":"W4283711664","doi":"10.1136/annrheumdis-2022-eular.1324","title":"AB0047 CARTILAGE DEGRADATION STATUS OF KNEE OSTEOARTHIRTIC PATIENTS CAN BE PREDICTED BY CHONDROCYTE GENE EXPRESSION ANALYSIS","year":2022,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Alberta Innovates; Killam Trusts; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Medicine; Cartilage; Osteoarthritis; Chondrocyte; Gene expression; Pathology; Housekeeping gene; Femur; Gene; Anatomy; Surgery; Biology; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001770071,0.0002089847,0.0002451602,0.0005842594,0.000186779,0.0003654604,0.0001171719,0.0003161975,0.002326018],"category_scores_gemma":[0.0005340842,0.00008375809,0.0001915969,0.0003574186,0.0001760132,0.0001008326,0.0001779549,0.0001831729,0.0005581203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009795451,"about_ca_system_score_gemma":0.0001136578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076947,"about_ca_topic_score_gemma":0.0009093665,"domain_scores_codex":[0.9998498,0.00003169252,0.00001981868,0.00002485473,0.00003856367,0.00003528099],"domain_scores_gemma":[0.9997924,0.00005716148,0.00004827091,0.00000791175,0.00004611955,0.00004814908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004343916,0.0002838738,0.7805066,0.0001023296,0.0000938974,0.001517839,0.0001672572,0.0001386986,0.1906576,0.00009295955,0.0005029315,0.0215922],"study_design_scores_gemma":[0.00005066802,0.0007707753,0.9850226,0.00001522928,0.0000699765,0.002007673,0.000268913,0.001001226,0.009695343,0.0001302926,0.0009577623,0.000009672051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998206,0.0003981112,0.0001540647,0.0000411391,0.000009150093,0.000006264052,0.000265263,0.00000653581,0.0009134234],"genre_scores_gemma":[0.9983214,0.0001415153,0.0002538477,0.00003752283,0.00001216639,0.00001186278,0.0005303217,0.000002897943,0.000688621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002326018,"threshold_uncertainty_score":0.007781267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818739705786781,"score_gpt":0.2576910074427126,"score_spread":0.2395036103848447,"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."}}