{"id":"W4385075300","doi":"10.1145/3609330","title":"Feeling Stressed and Unproductive? A Field Evaluation of a Therapy-Inspired Digital Intervention for Knowledge Workers","year":2023,"lang":"en","type":"article","venue":"ACM Transactions on Computer-Human Interaction","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Intervention (counseling); Feeling; Psychology; Baseline (sea); Burnout; Applied psychology; Productivity; Exploratory research; Perspective (graphical); Cognition; Psychotherapist; Medical education; Social psychology; Clinical psychology; Computer science; Sociology; Medicine; Artificial intelligence; Social science; Political science; Psychiatry","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":[0.006556235,0.001007042,0.0008730752,0.0009646495,0.002287997,0.001130324,0.001686096,0.002224428,0.005735362],"category_scores_gemma":[0.009326529,0.0006035768,0.0006896066,0.000468563,0.001651417,0.001032991,0.001639988,0.001609762,0.0007969323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552897,"about_ca_system_score_gemma":0.003250763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001825128,"about_ca_topic_score_gemma":0.003536229,"domain_scores_codex":[0.9973813,0.001495379,0.0001732401,0.0002864135,0.0002517508,0.0004119326],"domain_scores_gemma":[0.9947009,0.003263774,0.0003027479,0.0003516403,0.0005610834,0.0008198303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03073096,0.3170581,0.00515848,0.00823786,0.0002240966,0.001318479,0.08694213,0.001513982,0.02138812,0.001513392,0.004842581,0.5210719],"study_design_scores_gemma":[0.07127527,0.6691518,0.06196866,0.004313452,0.0008280231,0.0008552942,0.1077439,0.00463958,0.02381031,0.004503221,0.05054218,0.0003683547],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844455,0.0003916122,0.002285368,0.0006821886,0.0001578777,0.007962352,0.000175871,0.0001171111,0.00378214],"genre_scores_gemma":[0.958238,0.0009317914,0.01474222,0.0009491115,0.0001024166,0.02058371,0.000210444,0.00003787499,0.004204351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006556235,"threshold_uncertainty_score":0.03467304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1216941540370556,"score_gpt":0.4424997808268177,"score_spread":0.3208056267897622,"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."}}