{"id":"W4293249419","doi":"10.32920/19749967","title":"Development and field testing of a multidimensional tool for benchmarking knowledge worker productivity","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Presenteeism; Benchmarking; Productivity; Context (archaeology); Absenteeism; Psychological intervention; CLARITY; Knowledge management; Business; Psychology; Marketing; Computer science; Medicine; Nursing; Economics; Economic growth","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":[0.07843667,0.001156523,0.001050698,0.009945321,0.001129039,0.00367463,0.002413705,0.001720741,0.004862048],"category_scores_gemma":[0.1300123,0.0005495083,0.001759467,0.006584193,0.00102674,0.003300806,0.003156322,0.001171066,0.001291818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003115676,"about_ca_system_score_gemma":0.007527544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003044917,"about_ca_topic_score_gemma":0.003897602,"domain_scores_codex":[0.94969,0.02806413,0.008116677,0.002729631,0.01038307,0.001016386],"domain_scores_gemma":[0.83117,0.1052555,0.00832262,0.01147533,0.04228716,0.001489472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007772346,0.003878779,0.1107002,0.003719482,0.0003543153,0.0002616307,0.009847351,0.007319078,0.008472132,0.008081233,0.01204498,0.8345436],"study_design_scores_gemma":[0.002320776,0.01935431,0.5725135,0.007299028,0.001137943,0.001194747,0.03821127,0.1260691,0.05928957,0.02190422,0.1495931,0.001112416],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3988719,0.0005700734,0.5072457,0.001778229,0.0006122828,0.04804636,0.01195829,0.00433069,0.02658648],"genre_scores_gemma":[0.2918799,0.0002882348,0.6694079,0.0002192276,0.00005347928,0.03040505,0.005560361,0.0001971766,0.001988667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07843667,"threshold_uncertainty_score":0.4148178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2014383883423448,"score_gpt":0.4911615398760515,"score_spread":0.2897231515337068,"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."}}