{"id":"W2163766859","doi":"10.3386/w13172","title":"Information, Technology and Information Worker Productivity: Task Level Evidence","year":2007,"lang":"en","type":"article","venue":"National Bureau of Economic Research","topic":"Social Capital and Networks","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"Intel Corporation; National Science Foundation","keywords":"Human multitasking; Productivity; Task (project management); Revenue; Phone; Asynchronous communication; Information sharing; Information technology; Knowledge management; Computer science; Business; Economics; Psychology; Accounting","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":[0.00762271,0.0003657153,0.0004874276,0.002978469,0.000915264,0.002271448,0.001051135,0.0009516199,0.008240975],"category_scores_gemma":[0.03590789,0.0003327343,0.0007921095,0.005525399,0.001078945,0.001612396,0.002240512,0.0006696905,0.001381673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004858701,"about_ca_system_score_gemma":0.0009458845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0105163,"about_ca_topic_score_gemma":0.01201359,"domain_scores_codex":[0.9952896,0.00144573,0.0004759631,0.001142937,0.001145507,0.0005001682],"domain_scores_gemma":[0.8919912,0.06748679,0.02253249,0.008515473,0.006602875,0.002871097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001332746,0.0001402661,0.9838673,0.0002435301,0.0003103483,0.00006556318,0.0008535168,0.0003847979,0.0001950898,0.0008978863,0.0003962807,0.01251212],"study_design_scores_gemma":[0.0000144904,0.0001899934,0.9944804,0.00009906483,0.000158162,0.00007367268,0.001390496,0.0008336128,0.0002593456,0.0007801559,0.001705651,0.00001503924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808689,0.003220892,0.003999712,0.0007172755,0.00002452394,0.00003907812,0.001768391,0.00003333885,0.009327913],"genre_scores_gemma":[0.9967324,0.0006830093,0.0008077185,0.0001613845,0.00003905829,0.00002685727,0.0006440731,0.000008493013,0.000897115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0105163,"threshold_uncertainty_score":0.04031318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2369989245000376,"score_gpt":0.4818815499156648,"score_spread":0.2448826254156272,"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."}}