{"id":"W4210505782","doi":"10.48152/ssrp-90ks-d536","title":"Reproduction of 'Management and Shocks to Worker Productivity'","year":2022,"lang":"en","type":"report","venue":"","topic":"Legal and Labor Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Reproduction; Productivity; Economics; Biology; Ecology; Macroeconomics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001408578,0.0003316145,0.0003952422,0.001060154,0.0006024546,0.001462436,0.0009275298,0.0009868545,0.03242566],"category_scores_gemma":[0.005133753,0.000140294,0.0002918371,0.002314934,0.0004625304,0.0007119862,0.0008143282,0.0006547927,0.008170132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001684352,"about_ca_system_score_gemma":0.002601676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1328983,"about_ca_topic_score_gemma":0.1179996,"domain_scores_codex":[0.9992806,0.0002093031,0.00002615589,0.0000675096,0.0002980277,0.0001183619],"domain_scores_gemma":[0.9954876,0.002241008,0.0002374001,0.0007124507,0.001091192,0.0002303374],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001025363,0.0004932221,0.02960575,0.0002102699,0.00005701206,0.0008255305,0.0009040707,0.01062678,0.001638456,0.05247808,0.7894114,0.112724],"study_design_scores_gemma":[0.0001615162,0.0002557519,0.4962713,0.0001233002,0.00005494206,0.0003942643,0.001477683,0.01042635,0.01022865,0.01458955,0.4659536,0.00006295792],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1875474,0.004049552,0.00665231,0.02093212,0.004292638,0.0003240944,0.2281243,0.00140701,0.5466706],"genre_scores_gemma":[0.3646584,0.001658943,0.001674158,0.001359466,0.0008642456,0.000243803,0.06655635,0.0001668037,0.5628179],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9985914,"threshold_uncertainty_score":0.2642494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02849098649075489,"score_gpt":0.2517302610396426,"score_spread":0.2232392745488877,"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."}}