{"id":"W4399483423","doi":"10.1136/annrheumdis-2024-eular.4719","title":"AB0699 THE PREDICTION OF RESPONSE TO ADVANCED THERAPIES ON A JOINT LEVEL IN RHEUMATOID ARTHRITIS: THE INTERPRETATION OF TENDERNESS AND DOPPLER ULTRASOUND","year":2024,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Rheumatoid arthritis; Medicine; Tenderness; Ultrasound; Joint (building); Doppler effect; Interpretation (philosophy); Doppler ultrasound; Radiology; Computer science; Internal medicine; Surgery; Engineering; Physics","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":[0.002226576,0.0006375269,0.0007975868,0.001537779,0.000279929,0.001156557,0.0004293073,0.001587388,0.001625889],"category_scores_gemma":[0.005520279,0.0002796228,0.0004126052,0.0007884815,0.0003983727,0.0005021993,0.0003639877,0.0009088014,0.0007329416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002613044,"about_ca_system_score_gemma":0.0002973503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001876736,"about_ca_topic_score_gemma":0.001409669,"domain_scores_codex":[0.9985471,0.0007530458,0.0001215358,0.0001100839,0.0003657416,0.0001023227],"domain_scores_gemma":[0.9976848,0.001286288,0.0003261112,0.0000632614,0.0003257009,0.0003136922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008648169,0.0005758649,0.922059,0.0001454359,0.0002668742,0.001025953,0.0001292345,0.001102743,0.01950396,0.0001770577,0.0009638634,0.04540186],"study_design_scores_gemma":[0.0002347251,0.002345277,0.9785433,0.00008842424,0.0001650518,0.002720266,0.0001625236,0.01051214,0.003059749,0.0003042653,0.001827475,0.00003676199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890037,0.004859393,0.0006533234,0.0004527196,0.0001375533,0.00003602509,0.0003360579,0.00003606689,0.00448506],"genre_scores_gemma":[0.9973302,0.0006266237,0.0008140343,0.0001349972,0.0001191667,0.00001187181,0.0002411172,0.000007229404,0.000714801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002226576,"threshold_uncertainty_score":0.01177537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04114107905909197,"score_gpt":0.3116273860200173,"score_spread":0.2704863069609253,"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."}}