{"id":"W3088102886","doi":"10.31485/admindatahandbook.1.0","title":"Handbook on Using Administrative Data for Research and Evidence-based Policy","year":2020,"lang":"en","type":"book","venue":"Abdul Latif Jameel Poverty Action Lab eBooks","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Research data; Public administration; Business; Data science; Computer science; Data curation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01278061,0.001278135,0.001596856,0.005878092,0.001577732,0.009684785,0.002415671,0.003505034,0.05358959],"category_scores_gemma":[0.03302303,0.001586103,0.0009846076,0.01108517,0.002831666,0.007985078,0.003294379,0.005920541,0.04676777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003818919,"about_ca_system_score_gemma":0.01113291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00775141,"about_ca_topic_score_gemma":0.01036876,"domain_scores_codex":[0.9831834,0.005450221,0.001717464,0.0006745855,0.008665823,0.0003084721],"domain_scores_gemma":[0.9410042,0.0449305,0.0014736,0.002933596,0.008895451,0.0007627131],"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":[0.000007769205,0.00001711888,0.000056498,0.0006481977,0.000008651195,0.00004041409,0.0003104816,0.0003363237,0.00008053698,0.06012919,0.7966797,0.1416851],"study_design_scores_gemma":[0.000002804031,0.000003975519,0.00007069048,0.0004752575,0.0000022322,0.00006094691,0.00005118022,0.00006961465,0.00003165022,0.0136327,0.9855899,0.000009022307],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.000350715,0.1204602,0.0940905,0.06130558,0.01315097,0.001502481,0.01187713,0.003754326,0.6935081],"genre_scores_gemma":[0.005352821,0.1692066,0.173691,0.02808702,0.006068518,0.002955487,0.01200626,0.004160885,0.5984714],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05358959,"threshold_uncertainty_score":0.179275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.882626387677327,"score_gpt":0.5973062587538313,"score_spread":0.2853201289234958,"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."}}