{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001956845,0.00004747744,0.00004741296,0.0001373332,0.0002834244,0.0004070917,0.00005210143,0.00004549182,0.00002083585],"category_scores_gemma":[0.0000296434,0.00004512025,0.00001774919,0.0004879046,0.00004900687,0.001278834,0.00000358234,0.0004183912,0.00004375512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003847852,"about_ca_system_score_gemma":0.001263305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002577778,"about_ca_topic_score_gemma":0.0006139817,"domain_scores_codex":[0.9990667,0.00003877267,0.0001589692,0.00006981135,0.0001115274,0.0005542524],"domain_scores_gemma":[0.9998102,0.000029407,0.00006414438,0.00002360357,0.00004612359,0.00002656707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003660819,0.000003127348,0.0001531473,0.0000034699,0.00001318801,3.952991e-7,0.0009366048,0.000006969426,0.000004979314,0.7820351,0.00008393316,0.2167555],"study_design_scores_gemma":[0.00009894331,0.00004383234,0.0002120711,0.00004020417,0.000008707061,0.00003356556,0.003368954,0.0005189745,0.00001184096,0.9488746,0.04670802,0.00008031553],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8002525,0.003690546,0.06877517,0.01139727,0.0007872035,0.0002265872,0.000001904539,0.00026866,0.1146002],"genre_scores_gemma":[0.9941322,0.002160878,0.000039851,0.00005364994,0.0001945261,0.000002202712,0.00000460415,0.000004812752,0.003407291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2166751,"threshold_uncertainty_score":0.3925595,"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."}}