{"id":"W4320488871","doi":"10.2139/ssrn.4353929","title":"Attitudes toward Automation and the Demand for Policies Addressing Job Loss: the Effects of Information about Trade-Offs","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Retirement, Disability, and Employment","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of Toronto","funders":"","keywords":"Job loss; Automation; Business; Labour economics; Industrial organization; Environmental economics; Marketing; Economics; Engineering; Unemployment; Economic growth","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":[0.004318527,0.00007328478,0.0001226526,0.0000522984,0.000936462,0.000176751,0.0001939216,0.00004438315,0.000003171243],"category_scores_gemma":[0.0005687505,0.00004094107,0.00008578377,0.0001836718,0.0004220625,0.000376693,0.00002232076,0.0002421156,0.000002725978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002519728,"about_ca_system_score_gemma":0.0005086597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005114423,"about_ca_topic_score_gemma":0.001679795,"domain_scores_codex":[0.9983907,0.0002462314,0.0002512128,0.00005909751,0.0003348106,0.0007179488],"domain_scores_gemma":[0.9991512,0.0005098909,0.0001838962,0.00007378439,0.00004854269,0.00003264227],"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":[0.0001473441,0.00003946293,0.04009598,0.000396734,0.0002482962,1.33407e-7,0.1316591,0.00009222358,0.0001167409,0.7471915,0.0007681926,0.07924423],"study_design_scores_gemma":[0.003487435,0.0004351303,0.3702651,0.0002787316,0.0002099857,0.00001458964,0.05696964,0.0008181913,0.0003071248,0.5616004,0.00536812,0.0002456325],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985533,0.00129453,0.001645843,0.009933491,0.0002388407,0.0007243164,0.000001795162,0.0000364339,0.0005917636],"genre_scores_gemma":[0.9932984,0.006277993,0.000008859748,0.0001013833,0.0001851037,0.00003292692,0.000001826167,0.000004102412,0.00008942866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3301691,"threshold_uncertainty_score":0.7202603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06278442387608331,"score_gpt":0.382801789906752,"score_spread":0.3200173660306687,"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."}}