{"id":"W3013648733","doi":"10.1145/3313831.3376586","title":"Is Your Time Well Spent? Reflecting on Knowledge Work More Holistically","year":2020,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Abbott Canada","keywords":"Conceptualization; Work (physics); Feeling; Computer science; Productivity; Cognition; Empirical research; Knowledge management; Psychology; Engineering; Social psychology; Artificial intelligence; Mathematics","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":[0.002179018,0.0002375293,0.0003400093,0.0008898171,0.0008864989,0.00334932,0.0004472444,0.0005856714,0.002377356],"category_scores_gemma":[0.01029974,0.0001362482,0.0004105539,0.0005880554,0.001296786,0.001869852,0.001693748,0.000862824,0.0004659609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006507073,"about_ca_system_score_gemma":0.0006869822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430354,"about_ca_topic_score_gemma":0.003272831,"domain_scores_codex":[0.9979879,0.001096994,0.000106575,0.0001566298,0.0003486106,0.0003032919],"domain_scores_gemma":[0.9940215,0.001862027,0.00179604,0.0004244036,0.0007161671,0.001179791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005120217,0.0006565923,0.5083103,0.0007102619,0.0005365632,0.0007151175,0.1672884,0.00057041,0.009002297,0.004131881,0.006911153,0.3006549],"study_design_scores_gemma":[0.00002208897,0.000940577,0.6306025,0.000567111,0.0001779214,0.0008255512,0.3321597,0.000620357,0.001450363,0.005012439,0.02749903,0.0001222799],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9809113,0.001140035,0.00202151,0.002042774,0.00008867466,0.00003060504,0.0001203191,0.00001804439,0.01362673],"genre_scores_gemma":[0.9971463,0.0005682556,0.0007855947,0.0003849046,0.00002921958,0.00002162064,0.00006994034,0.000007911471,0.0009862831],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.00334932,"threshold_uncertainty_score":0.01152384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5782880136376322,"score_gpt":0.5259620321947972,"score_spread":0.05232598144283496,"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."}}