{"id":"W4404580598","doi":"10.2139/ssrn.5027779","title":"The Rise of Global Work: How Distributed Hiring is Redefining the Workforce","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Workforce; Work (physics); Workforce diversity; Labour economics; Business; Economics; Economic growth; Engineering; Mechanical engineering","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":["scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004316776,0.0001917897,0.0002148988,0.0000260575,0.001160139,0.001187734,0.0009227282,0.0002033035,0.000008099449],"category_scores_gemma":[0.0001250215,0.000120177,0.0003426811,0.0004450997,0.0003354836,0.0002032407,0.0002128156,0.003162999,0.00001745782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001770043,"about_ca_system_score_gemma":0.004048417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000154291,"about_ca_topic_score_gemma":0.002572215,"domain_scores_codex":[0.9970859,0.0001838186,0.0004023497,0.0001949784,0.0004304058,0.001702489],"domain_scores_gemma":[0.9990472,0.0001617004,0.0003817611,0.000231795,0.0001039298,0.00007365034],"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":[0.00003871476,0.00001035733,0.0007437349,0.00001157474,0.0002471967,8.581712e-7,0.002224321,0.0002953074,8.616223e-8,0.7187442,0.0009975001,0.2766861],"study_design_scores_gemma":[0.0001124684,0.00002780007,0.0001467862,0.0003273802,0.00009600858,0.00001332083,0.01455592,0.00009249417,0.000003451534,0.8933672,0.0910828,0.0001743851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3245088,0.1448826,0.02115441,0.2460775,0.006427294,0.001587404,0.0002693625,0.0003136199,0.254779],"genre_scores_gemma":[0.9853634,0.01247152,0.00001188464,0.00003541979,0.0004396307,0.00001215897,0.000006448132,0.00001181985,0.001647676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6608547,"threshold_uncertainty_score":0.9998491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01585282394287156,"score_gpt":0.2707297358017858,"score_spread":0.2548769118589143,"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."}}