{"id":"W2891154601","doi":"10.3386/w11254","title":"When Labor Has a Voice in Corporate Governance","year":2005,"lang":"en","type":"preprint","venue":"National Bureau of Economic Research","topic":"Political Economy and Marxism","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Corporate governance; Business; Employee voice; S Voice; Accounting; Speech recognition; Labour economics; Economics; Finance; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005375432,0.0001317242,0.0003387944,0.0002731985,0.0001829213,0.0001476712,0.0008648744,0.0004117595,0.001246602],"category_scores_gemma":[0.00170838,0.0001570735,0.00009584089,0.0001191819,0.001013655,0.0002562239,0.0004420354,0.0009663564,0.000527432],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002453464,"about_ca_system_score_gemma":0.006109397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02865475,"about_ca_topic_score_gemma":0.02901204,"domain_scores_codex":[0.9973927,0.0004135713,0.000530487,0.000470825,0.0006247101,0.0005677089],"domain_scores_gemma":[0.9976107,0.001192115,0.0003100735,0.0002277394,0.0004817732,0.0001776145],"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":[0.00002741572,0.00006877976,0.001198478,0.00002923238,0.00002121927,0.00000199937,0.0008809337,0.0005212335,0.00000382172,0.9846652,0.01141194,0.001169734],"study_design_scores_gemma":[0.000253702,0.00001327478,0.00414964,0.00006251805,0.000001799525,2.228987e-7,0.000116155,0.0004697391,0.00003045227,0.8688189,0.1259508,0.0001328424],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05720282,0.0005427807,0.000004140056,0.04752232,0.0004355274,0.0006663612,0.0002826345,0.00002100162,0.8933224],"genre_scores_gemma":[0.9858267,0.000576133,0.0004511164,0.0002253502,0.001114747,0.0001270751,0.00005255167,0.00001387721,0.01161241],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9286239,"threshold_uncertainty_score":0.9996664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4268187887640434,"score_gpt":0.507616744036297,"score_spread":0.08079795527225353,"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."}}