{"id":"W1976946851","doi":"10.1111/j.1465-7295.2007.00115.x","title":"CORPORATE PRODUCTIVITY GROWTH: CHAMPIONS, LEADERS, AND LAGGARDS","year":2009,"lang":"en","type":"article","venue":"Economic Inquiry","topic":"Firm Innovation and Growth","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Park","funders":"","keywords":"Productivity; Economics; Debt; Financial distress; Sample (material); Monetary economics; Large sample; Demographic economics; Macroeconomics; Financial system","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":[0.0005877404,0.000166769,0.0003331271,0.000241281,0.0001196941,0.00007621283,0.0001378243,0.0001069409,0.0002598306],"category_scores_gemma":[0.00006894527,0.0002086136,0.00005453465,0.0001255264,0.000184747,0.0004266967,0.00003384555,0.0001584804,0.001069754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113712,"about_ca_system_score_gemma":0.00002740461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003998204,"about_ca_topic_score_gemma":0.000007345473,"domain_scores_codex":[0.9986823,0.00001261217,0.0004919704,0.0005281421,0.00001665293,0.0002683888],"domain_scores_gemma":[0.9992107,0.00001771264,0.0003738921,0.0003024532,0.00002119131,0.00007407636],"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":[0.00002011311,0.00006256256,0.03989927,0.00001637406,0.00002669169,0.000002848342,0.001010596,0.00001087951,0.00005199078,0.9256299,0.03150688,0.001761885],"study_design_scores_gemma":[0.001443074,0.0002384231,0.414859,0.00001735313,0.000006534462,0.00003749946,0.0003745662,0.000946944,0.0007932779,0.460163,0.1202058,0.0009145248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9615663,0.0008097916,0.0006129543,0.01186955,0.00224642,0.000239954,0.00007057618,0.0001086816,0.02247579],"genre_scores_gemma":[0.9954454,0.0001138068,0.0003695527,0.001647152,0.0008950477,0.000009345031,0.00002798719,0.00001749779,0.001474155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4654669,"threshold_uncertainty_score":0.9997081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088805906719462,"score_gpt":0.2531286186861035,"score_spread":0.1442480280141574,"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."}}