{"id":"W4396701621","doi":"10.1016/j.frl.2024.105501","title":"Automation exposure and operating performance","year":2024,"lang":"en","type":"article","venue":"Finance research letters","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; New York Institute of Technology","funders":"","keywords":"Automation; Economics; Reliability engineering; Computer science; Engineering; Mechanical 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":[0.0004324351,0.00008165332,0.00008494534,0.0001586732,0.0001229518,0.0002154373,0.00008355475,0.00004296133,0.00001847123],"category_scores_gemma":[0.000009589631,0.00007026812,0.00001529434,0.0001965167,0.00004491078,0.0002683993,0.00001759426,0.0003200404,0.0001350765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006104939,"about_ca_system_score_gemma":0.00001342488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001445157,"about_ca_topic_score_gemma":0.000001355731,"domain_scores_codex":[0.9991926,0.000030097,0.0001181319,0.000157321,0.0001958713,0.0003059721],"domain_scores_gemma":[0.9997717,0.00006064782,0.000003876258,0.0001202802,0.00001535006,0.0000281505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007811467,0.00001433096,0.001211337,0.009879422,0.0001385672,0.0002307787,0.004281234,0.1885566,0.2824926,0.002400565,0.121151,0.3896357],"study_design_scores_gemma":[0.0002183387,0.00009962954,0.01666698,0.001068213,0.00000772572,0.00007783435,0.0001046177,0.7772105,0.09131418,0.00006584072,0.1127442,0.0004219213],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931362,0.002338399,0.0003008864,0.0007704659,0.0003144855,0.0001445129,0.000002671272,0.0003395786,0.002652842],"genre_scores_gemma":[0.998351,0.0004770558,0.0001776071,0.00003231972,0.0001241109,0.00004802343,0.000003038134,0.00002267032,0.0007642064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5886539,"threshold_uncertainty_score":0.2865451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02323402455017226,"score_gpt":0.2668366941137417,"score_spread":0.2436026695635695,"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."}}