{"id":"W4409488210","doi":"10.31234/osf.io/e76v4_v1","title":"Omnibus Rumination Inventories Consistently Reveal Unconstructive, Constructive, and Positive Repetitive Thought as Rumination's Major Factors","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Mind wandering and attention","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Rumination; Constructive; Psychology; Cognitive psychology; Developmental psychology; Cognition; Computer science; Neuroscience","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":[0.006409227,0.0008366327,0.0005637752,0.002488219,0.0003182231,0.001028402,0.0005424775,0.0004697445,0.002477799],"category_scores_gemma":[0.01829188,0.0002585102,0.001040631,0.001912147,0.000412781,0.0010477,0.001276996,0.0007860849,0.0009204873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00032917,"about_ca_system_score_gemma":0.0003697976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005884871,"about_ca_topic_score_gemma":0.00272604,"domain_scores_codex":[0.9965706,0.001268698,0.000748779,0.0002581463,0.001001733,0.0001520041],"domain_scores_gemma":[0.9778879,0.009198986,0.00700129,0.002289481,0.003150782,0.0004715714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006747926,0.0003372039,0.7042138,0.001470873,0.0007470691,0.0001529925,0.001841387,0.0006132097,0.00724001,0.002117331,0.004408122,0.2761832],"study_design_scores_gemma":[0.00003523981,0.0006868222,0.9683,0.000326187,0.0002708458,0.0009862445,0.001485031,0.001647956,0.004712272,0.002962713,0.01850475,0.00008197018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8790591,0.005641781,0.06639406,0.0004887027,0.0003033097,0.002143971,0.02064523,0.0007425423,0.02458131],"genre_scores_gemma":[0.8981681,0.003645606,0.07381663,0.0003664345,0.0002071435,0.003019938,0.01418851,0.0001280232,0.006459656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006409227,"threshold_uncertainty_score":0.03389567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02006260797580628,"score_gpt":0.2760653975796721,"score_spread":0.2560027896038659,"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."}}