{"id":"W7009139384","doi":"","title":"Detecting Treatment Failure in Rheumatoid Arthritis with Time-Domain Diffuse Optical Methods","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rheumatoid arthritis; Disease; Population; Joint disease; Disease monitoring; Joint (building); Arthritis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001868146,0.0005577164,0.0005725496,0.001503036,0.0002086486,0.0007959612,0.0004869588,0.0007056671,0.001231117],"category_scores_gemma":[0.004110728,0.0002460207,0.0005102285,0.0009061776,0.0002917058,0.0005334116,0.0004280674,0.0006612474,0.0003928815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004632553,"about_ca_system_score_gemma":0.0004133851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001432303,"about_ca_topic_score_gemma":0.002422665,"domain_scores_codex":[0.9990828,0.0003128083,0.00005905644,0.0001743427,0.0003018519,0.00006916167],"domain_scores_gemma":[0.9982203,0.0007106016,0.0004784771,0.0001237209,0.0003987735,0.00006811634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00221581,0.0008153463,0.1031365,0.0009745635,0.0003961486,0.000296428,0.00059661,0.01818785,0.1177999,0.001744139,0.004304274,0.7495324],"study_design_scores_gemma":[0.0004717915,0.00511017,0.2321942,0.0004292421,0.0007942479,0.002707971,0.001608807,0.6143396,0.1169502,0.00694776,0.01812506,0.0003209829],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5759988,0.009973967,0.3997276,0.0009190131,0.0003158418,0.0007231393,0.001145929,0.001352998,0.009842787],"genre_scores_gemma":[0.823364,0.003360174,0.1681654,0.0004096587,0.0001172081,0.0004711558,0.0005300139,0.00007520027,0.003507142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001868146,"threshold_uncertainty_score":0.009879827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05282745807282811,"score_gpt":0.3560445327433946,"score_spread":0.3032170746705665,"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."}}