{"id":"W2524962823","doi":"10.3386/w22677","title":"Aggregate Recruiting Intensity","year":2016,"lang":"en","type":"preprint","venue":"National Bureau of Economic Research","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; York University; London School of Economics and Political Science","keywords":"Aggregate (composite); Intensity (physics); Business; Materials science; Composite material; Physics; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003193208,0.0002276372,0.0003981931,0.001337192,0.0002004191,0.0003306316,0.000864282,0.0002079675,0.001266549],"category_scores_gemma":[0.0005174466,0.0002067198,0.000209961,0.0001323023,0.000238976,0.0003844684,0.002742611,0.0006379363,0.002345014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004394036,"about_ca_system_score_gemma":0.0001674207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004752713,"about_ca_topic_score_gemma":0.00007458304,"domain_scores_codex":[0.9974636,0.0000347436,0.0005814006,0.0006184407,0.0008467552,0.0004550953],"domain_scores_gemma":[0.9976889,0.0002340037,0.0004986179,0.0004214894,0.001135154,0.00002183479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008729485,0.00006907112,0.003544722,0.0006132894,0.0001885788,0.000009430628,0.00003180805,0.0004192503,0.00007575126,0.9233583,0.06781826,0.003784267],"study_design_scores_gemma":[0.0004007035,0.000007913044,0.001326049,0.0004576942,0.00001758581,7.51152e-7,0.00007386364,0.00240798,0.00008631607,0.9402479,0.0547143,0.0002589498],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.175824,0.0001358446,0.00002421102,0.00413638,0.0006111108,0.000708367,0.00001619623,0.0000659975,0.8184779],"genre_scores_gemma":[0.9911162,0.00005066525,0.00004735117,0.0002783283,0.00374074,0.00008536057,0.0001794586,0.00003997554,0.00446187],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8152922,"threshold_uncertainty_score":0.9996464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.34363016420824,"score_gpt":0.4483663275440925,"score_spread":0.1047361633358525,"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."}}