{"id":"W4394863755","doi":"10.2139/ssrn.4785050","title":"Workplace Automation and Corporate Innovation","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; University of Manitoba","funders":"","keywords":"Download; Automation; World Wide Web; Business; Computer science; Internet privacy; Engineering","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":[0.001156391,0.0001505955,0.0001722866,0.001353238,0.001296466,0.006161454,0.0002335613,0.001759802,0.009757814],"category_scores_gemma":[0.002892094,0.00008889984,0.0001955164,0.001690773,0.002905591,0.002810894,0.001608403,0.0008444034,0.0007933419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263632,"about_ca_system_score_gemma":0.001468982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002043211,"about_ca_topic_score_gemma":0.002035932,"domain_scores_codex":[0.9991248,0.0004297003,0.00003263803,0.00009875617,0.0001630615,0.0001510667],"domain_scores_gemma":[0.9953189,0.003450995,0.0005064315,0.0001614973,0.0002269291,0.0003351363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001446163,0.0004567239,0.04898988,0.0001606614,0.0000441729,0.0004127682,0.011909,0.00119115,0.0005311758,0.8383801,0.004761481,0.09301826],"study_design_scores_gemma":[0.00006948846,0.0002997435,0.1288105,0.0004109933,0.00007325165,0.0004775737,0.02921113,0.002991028,0.000736351,0.72161,0.1152665,0.00004349849],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5055875,0.01710644,0.002940651,0.02199801,0.0003035061,0.00002401605,0.0001069764,0.00003724364,0.4518956],"genre_scores_gemma":[0.989947,0.002105626,0.0001569901,0.0002213639,0.00009787262,0.000007264752,0.00001417943,0.0000024443,0.007447344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009757814,"threshold_uncertainty_score":0.03264314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01406436698019745,"score_gpt":0.2585684768045407,"score_spread":0.2445041098243433,"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."}}