{"id":"W3156889235","doi":"10.1521/jscp.2020.39.9.761","title":"THE NATURE OF DEPRESSIVE RUMINATION AND ITS CONNECTION WITH DEPRESSIVE SYMPTOMS","year":2020,"lang":"en","type":"article","venue":"Journal of Social and Clinical Psychology","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Rumination; Psychology; Depressive symptoms; Depression (economics); Sadness; Clinical psychology; Beck Depression Inventory; Developmental psychology; Psychiatry; Anxiety; Cognition","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004690339,0.0001728213,0.0004605768,0.00009111055,0.0002413135,0.00002542455,0.0002033553,0.0004903948,0.00007001098],"category_scores_gemma":[0.001071168,0.0001058037,0.0001298018,0.0003440826,0.0004860655,0.0001449619,0.00004779628,0.0008978439,0.000005259628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001001986,"about_ca_system_score_gemma":0.00003558577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002362396,"about_ca_topic_score_gemma":0.000004574027,"domain_scores_codex":[0.9980604,0.000422601,0.00073178,0.0003430003,0.000235993,0.0002062377],"domain_scores_gemma":[0.9963898,0.001288128,0.001340944,0.00008896926,0.0007244096,0.0001677466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00889557,0.001165895,0.4641124,0.00005478672,0.002394246,0.00007902297,0.003665902,6.829154e-7,0.0003238369,0.005335469,0.01708127,0.4968909],"study_design_scores_gemma":[0.00715854,0.003489411,0.960075,0.00004999196,0.0004516846,0.0001990798,0.001877901,0.000008296493,0.0001395752,0.002893352,0.02346721,0.0001899245],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9696466,0.01513359,0.0008388553,0.009336966,0.001544042,0.000236612,0.00001755164,0.00001430228,0.003231444],"genre_scores_gemma":[0.985583,0.01147088,0.00004125525,0.001698126,0.001098876,0.000008366065,0.000002137678,0.0000184987,0.00007882895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.496701,"threshold_uncertainty_score":0.4314547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0657923813914768,"score_gpt":0.4414504067420513,"score_spread":0.3756580253505745,"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."}}