{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009011271,0.0002454113,0.0004202922,0.0004261283,0.000183622,0.0000945393,0.0001505392,0.00005067158,0.0008305722],"category_scores_gemma":[0.0001768256,0.0002035415,0.00007269455,0.0007350602,0.00004054633,0.0003155159,0.001235966,0.0001909361,0.00002599788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007158021,"about_ca_system_score_gemma":0.00003264119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002034411,"about_ca_topic_score_gemma":0.0002251552,"domain_scores_codex":[0.9978966,0.000006698232,0.0003459546,0.000803666,0.0007370862,0.000210038],"domain_scores_gemma":[0.9988071,0.000008356498,0.0002841482,0.0005281222,0.0003639605,0.000008305802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008051053,0.0002204664,0.03085588,0.002948038,0.0005275779,0.00002326871,0.0001120166,0.00005713195,0.0000161828,0.006237419,0.8186401,0.1402815],"study_design_scores_gemma":[0.00008628287,0.00001124847,0.03242828,0.0000667694,0.0001904974,0.000002705876,0.0002553795,0.000001934102,0.00001183083,0.0002415679,0.9664621,0.0002414093],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02836268,0.002149214,0.00003369476,0.003778015,0.003541339,0.001128711,0.000006339557,0.0001749003,0.9608251],"genre_scores_gemma":[0.3609629,0.001192483,0.0006136366,0.0008709357,0.01004931,0.0005068401,0.0001202101,0.0001336556,0.62555],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3352751,"threshold_uncertainty_score":0.9094183,"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."}}