{"id":"W2291383766","doi":"10.15396/eres2015_304","title":"The Productive Workplace for Knowledge Workers: A focus on workplace design and environment across various age groups.","year":2015,"lang":"en","type":"preprint","venue":"22nd Annual European Real Estate Society Conference","topic":"Facilities and Workplace Management","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Attrition; Quarter (Canadian coin); Work (physics); Business; Job satisfaction; Public relations; Engineering; Marketing; Management; Political science; Economic growth; Economics; Geography; Medicine; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004226735,0.001018366,0.0007583957,0.00003798049,0.0008969055,0.0007446347,0.001183735,0.0003569619,0.00003932468],"category_scores_gemma":[0.0001114612,0.0008086871,0.0003553419,0.0001616507,0.00115536,0.0001067321,0.00219755,0.001531784,0.0003065762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000422746,"about_ca_system_score_gemma":0.0002095443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003169953,"about_ca_topic_score_gemma":0.00007093794,"domain_scores_codex":[0.9937024,0.001545341,0.0007571807,0.002078599,0.0004625834,0.001453876],"domain_scores_gemma":[0.996074,0.001180044,0.0005344691,0.00154768,0.0002710282,0.0003928096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002540714,0.0006246799,0.00006947736,0.0003133104,0.001296651,0.0001563689,0.3059397,0.004665792,0.000004454349,0.003591987,0.2607165,0.4200803],"study_design_scores_gemma":[0.005161508,0.002818626,0.003121153,0.001101625,0.0004534181,0.00002388614,0.2610814,0.002318592,0.00001020183,0.00819766,0.7127578,0.00295407],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1677171,0.009517044,0.1631806,0.02009384,0.01323897,0.0339353,0.006602996,0.002165236,0.5835489],"genre_scores_gemma":[0.5419024,0.03160836,0.01212879,0.0006157874,0.002394696,0.002854404,0.0006993362,0.0008194229,0.4069769],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4520413,"threshold_uncertainty_score":0.9994364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05016543886753937,"score_gpt":0.3042035368689532,"score_spread":0.2540380980014139,"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."}}