{"id":"W3001093165","doi":"","title":"The Oxford Handbook of Productivity Analysis edited by Emili Grifell-Tatjé, Knox Lovell and Robin Sickles: A Review Article","year":2019,"lang":"en","type":"review","venue":"International productivity monitor","topic":"Forecasting Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Productivity; Agency (philosophy); Economics; Field (mathematics); Regional science; Sociology; Economic growth; Social science; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002664826,0.001978548,0.002244485,0.007742264,0.000627883,0.005025494,0.001454926,0.002172864,0.03019604],"category_scores_gemma":[0.01164087,0.0009164111,0.0009880785,0.01439891,0.001078685,0.004616406,0.001952707,0.003768209,0.02449699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00252212,"about_ca_system_score_gemma":0.008219192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005865816,"about_ca_topic_score_gemma":0.006189801,"domain_scores_codex":[0.9971054,0.0005201836,0.0004020339,0.0004077602,0.001409384,0.000155256],"domain_scores_gemma":[0.9921244,0.004035829,0.0009091116,0.0003533059,0.002168556,0.000408799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000333131,0.00003494471,0.0002167143,0.007724929,0.00005240747,0.00003906191,0.0001784576,0.0003331129,0.0002517838,0.01026455,0.4280491,0.5528216],"study_design_scores_gemma":[0.000004062885,0.00001419708,0.000571253,0.003991593,0.00001534385,0.0000974396,0.00007475079,0.00003947111,0.00007079923,0.004035508,0.9910706,0.00001486175],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00010076,0.9795909,0.001701683,0.004707601,0.004125936,0.00002138534,0.0005265432,0.0001152953,0.009109906],"genre_scores_gemma":[0.0009335807,0.9820113,0.001580832,0.0009451157,0.002556477,0.00004169342,0.0007162867,0.0000713192,0.01114329],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03019604,"threshold_uncertainty_score":0.1010158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094530424291931,"score_gpt":0.4233606596542862,"score_spread":0.3139076172250931,"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."}}