{"id":"W4396845220","doi":"10.1007/s10608-024-10482-0","title":"What Are You Ruminating About? The Development and Validation of a Content-Dependent Measure of Rumination","year":2024,"lang":"en","type":"article","venue":"Cognitive Therapy and Research","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Canadian Psychological Association","keywords":"Ruminating; Rumination; Quality of Life Research; Psychology; Measure (data warehouse); Content (measure theory); Cognition; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006368095,0.000374396,0.0004580008,0.001018142,0.0005366504,0.001333727,0.0007450603,0.0009017969,0.0006285908],"category_scores_gemma":[0.02867427,0.0004006128,0.0006152534,0.0005756115,0.0005976756,0.0008560662,0.001086896,0.001803486,0.0002731158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00057362,"about_ca_system_score_gemma":0.0008795903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001409303,"about_ca_topic_score_gemma":0.002714066,"domain_scores_codex":[0.9968475,0.001251565,0.0003432987,0.000213407,0.001232535,0.000111678],"domain_scores_gemma":[0.972494,0.01441503,0.006752361,0.001661496,0.003778711,0.0008983524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001536629,0.005051124,0.7307766,0.0004743751,0.0005464201,0.0001694759,0.009860997,0.0007644366,0.01573855,0.0010393,0.001941691,0.2321003],"study_design_scores_gemma":[0.0001916698,0.002132292,0.9864246,0.0000971373,0.0001717486,0.0004650578,0.001752858,0.002741115,0.003780574,0.0005951425,0.001591433,0.00005640226],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9886296,0.0003258663,0.005558128,0.0002405119,0.00005699316,0.00107625,0.0002347839,0.00004201246,0.003835916],"genre_scores_gemma":[0.9823294,0.0004074481,0.01376403,0.0003205838,0.000031602,0.001196464,0.0004673949,0.00002251919,0.001460559],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006368095,"threshold_uncertainty_score":0.03367811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2779918119804854,"score_gpt":0.4458336581414304,"score_spread":0.1678418461609451,"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."}}