{"id":"W4311938557","doi":"10.1007/s42761-022-00166-x","title":"Assessing Emotion Polyregulation in Daily Life: Who Uses It, When Is It Used, and How Effective Is It?","year":2022,"lang":"en","type":"article","venue":"Affective Science","topic":"Mental Health Research Topics","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Institutes of Health; National Science Foundation","keywords":"Psychology; Feeling; Context (archaeology); Affect (linguistics); Anxiety; Psychopathology; Trait; Clinical psychology; Developmental psychology; Social psychology; Psychiatry","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":[0.002912345,0.0004031914,0.0005439417,0.0004127415,0.0003741113,0.001832886,0.0002905476,0.000777333,0.0009634353],"category_scores_gemma":[0.008665157,0.0002361072,0.0005665962,0.0003698512,0.0005270329,0.0009389857,0.0005539931,0.001129688,0.0003493754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003491514,"about_ca_system_score_gemma":0.0003571839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000624678,"about_ca_topic_score_gemma":0.001833952,"domain_scores_codex":[0.9983516,0.0008904317,0.000134713,0.0001843538,0.0003323937,0.0001065591],"domain_scores_gemma":[0.9959626,0.001744953,0.00110146,0.0002774772,0.000515828,0.0003977426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001451133,0.001306179,0.736959,0.0006914104,0.001232567,0.0001368798,0.007578314,0.0004720359,0.01790279,0.0009069686,0.001750065,0.2296126],"study_design_scores_gemma":[0.00004162445,0.000682333,0.9879291,0.0001498908,0.0003347987,0.0003290836,0.003468852,0.001108041,0.002663298,0.0009777298,0.002264445,0.00005068108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863915,0.002460923,0.003318327,0.000832901,0.0001329478,0.0001030196,0.0001167023,0.0000271978,0.006616426],"genre_scores_gemma":[0.9925745,0.001978056,0.003535552,0.0004372905,0.0001047204,0.0001493633,0.0001368237,0.00002189807,0.00106186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002912345,"threshold_uncertainty_score":0.01540214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133434211648282,"score_gpt":0.4634577796777334,"score_spread":0.3501143585129052,"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."}}