{"id":"W4406874721","doi":"10.1016/j.jid.2024.10.619","title":"Construct Validity of the IDEOM Musculoskeletal Questionnaire: An Instrument to Measure Musculoskeletal Symptoms in Patients with Psoriatic Disease","year":2025,"lang":"en","type":"article","venue":"Journal of Investigative Dermatology","topic":"Spondyloarthritis Studies and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"National Psoriasis Foundation; U.S. Department of Health and Human Services","keywords":"Construct validity; Medicine; Construct (python library); Measure (data warehouse); Physical therapy; Disease; Psychometrics; Internal medicine; Clinical psychology; Data mining; Computer science","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":[0.006370509,0.000583621,0.0008942079,0.001523734,0.0005812235,0.0009227457,0.0006156708,0.0007713351,0.001463462],"category_scores_gemma":[0.01627397,0.0003553121,0.001788217,0.0009369855,0.0006063672,0.0009595933,0.002163796,0.001222889,0.0002743503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007429089,"about_ca_system_score_gemma":0.001207523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002282761,"about_ca_topic_score_gemma":0.003902404,"domain_scores_codex":[0.9956421,0.001474547,0.0006857119,0.0002867382,0.001612843,0.0002980942],"domain_scores_gemma":[0.9900962,0.004393163,0.002862973,0.0003361788,0.0017307,0.0005807193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004175986,0.0004622538,0.9774122,0.0001244961,0.0003468207,0.0000511793,0.0006279701,0.0004245996,0.0005476424,0.0002018103,0.0007756415,0.01860765],"study_design_scores_gemma":[0.0001080717,0.0004014586,0.9961648,0.00007148672,0.0001128712,0.0001604355,0.0004240286,0.001131365,0.0001984786,0.0001825073,0.001023049,0.0000214435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934503,0.0007614841,0.001009582,0.0003763551,0.00009141675,0.0002493502,0.0008965411,0.000017621,0.003147378],"genre_scores_gemma":[0.9952769,0.0003971456,0.002255311,0.0002273386,0.00004668088,0.0002666843,0.0009688803,0.00001198262,0.0005491533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006370509,"threshold_uncertainty_score":0.03369093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121509334021269,"score_gpt":0.2662365544610505,"score_spread":0.2550214611208378,"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."}}