{"id":"W7080967494","doi":"","title":"Are behavioral avoidance, behavioral activation and rumination predictors of depression and insomnia?","year":2025,"lang":"en","type":"other","venue":"ORBi (University of Liège)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Rumination; Depression (economics); Anxiety; Behavioral activation; Neuroticism","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":[0.00006054484,0.0001113839,0.0002025294,0.0001730829,0.0000662457,0.000009779827,0.0002497338,0.0002277585,0.00006429663],"category_scores_gemma":[0.000004471563,0.0001327396,0.00002958185,0.0001478255,0.0001174179,0.0001647528,0.0003075058,0.0001124395,5.420766e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001479893,"about_ca_system_score_gemma":0.00003273331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008034393,"about_ca_topic_score_gemma":0.00007938594,"domain_scores_codex":[0.9993955,0.00002910047,0.00007580492,0.0002759419,0.0001353553,0.00008831681],"domain_scores_gemma":[0.9992719,0.00001694011,0.0003823724,0.0002188893,0.00007208499,0.0000378194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007213974,0.0007041511,0.8736196,0.001698943,0.0001004427,0.00005869164,0.003184451,0.00001370711,0.008262074,0.002477505,0.06770415,0.04210413],"study_design_scores_gemma":[0.002095618,0.0002689806,0.906105,0.003203025,0.0002563719,0.00001121546,0.001870275,0.0009914067,0.007419597,0.0007798701,0.07620668,0.0007919406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7980265,0.0004989246,0.05098524,0.0013127,0.0004501333,0.0007019684,0.0001320609,0.0003195583,0.1475729],"genre_scores_gemma":[0.8689057,0.00006929897,0.003201295,0.000005964322,0.00001765266,2.991416e-7,0.00001639142,0.000006443951,0.127777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07087921,"threshold_uncertainty_score":0.5412964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185949642705474,"score_gpt":0.2153456280157505,"score_spread":0.2034861315886958,"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."}}