{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005296004,0.0002058405,0.000232499,0.0005613701,0.0002379836,0.000110415,0.0001969095,0.0001089526,0.000204222],"category_scores_gemma":[0.00006438571,0.0002224935,0.0002684791,0.0004010328,0.0000546371,0.0005585164,0.0000170951,0.0002105632,0.00006634971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000167871,"about_ca_system_score_gemma":0.00002301718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001007807,"about_ca_topic_score_gemma":0.0001035965,"domain_scores_codex":[0.998226,0.0001610007,0.0006290913,0.0004986619,0.0002295013,0.0002556854],"domain_scores_gemma":[0.9983232,0.0005898316,0.0002601622,0.0004456624,0.0003082665,0.00007285727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006106295,0.001487244,0.0001503997,0.0001197672,0.0002752168,6.946454e-7,0.001670509,0.0006169757,0.0001845847,0.0002428923,0.0009935161,0.9936476],"study_design_scores_gemma":[0.09494092,0.09013323,0.1656391,0.0207935,0.002541901,0.0003561195,0.05015502,0.2939851,0.1219886,0.1220973,0.03091278,0.006456426],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.884684,0.00009668006,0.1085392,0.0005521238,0.003826166,0.001346342,0.00009149817,0.0002310493,0.0006330328],"genre_scores_gemma":[0.9979531,0.000004895527,0.0003826349,0.0000268846,0.0001590573,0.0005892128,0.0001186226,0.00003727167,0.0007283815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9871911,"threshold_uncertainty_score":0.907302,"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."}}