{"id":"W812790882","doi":"","title":"How to Meet the Challenge of the Open Workforce","year":2015,"lang":"en","type":"article","venue":"Journal of accountancy online/Journal of accountancy","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Globalization; Globe; Business; Marketing; Work (physics); Talent management; Agile software development; Public relations; Economic growth; Management; Economics; Political science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0032172,0.0004736029,0.00106345,0.0006676928,0.0002679559,0.001678875,0.005208798,0.0001663127,0.0001124402],"category_scores_gemma":[0.002080895,0.0002687119,0.0005403339,0.002197222,0.0001547822,0.007034014,0.0009777136,0.0007977232,0.0000128125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003212218,"about_ca_system_score_gemma":0.0008835315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005216098,"about_ca_topic_score_gemma":0.0006035349,"domain_scores_codex":[0.9944831,0.00008201101,0.002299173,0.0002647858,0.002384929,0.0004859783],"domain_scores_gemma":[0.9851114,0.0002204837,0.006729847,0.0008556761,0.006971234,0.000111398],"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":[0.004795255,0.002728749,0.1065666,0.000407818,0.001202612,0.0003734958,0.002906117,0.006020895,0.001262099,0.03789997,0.8183864,0.01745002],"study_design_scores_gemma":[0.006816674,0.000615288,0.01380571,0.003300409,0.0008893045,0.0007194887,0.0125345,0.0003855046,0.0002968497,0.03145914,0.9282796,0.0008975258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7147306,0.01333687,0.002651584,0.2108469,0.01962572,0.002532241,0.0001010463,0.00005194887,0.03612315],"genre_scores_gemma":[0.9850786,0.0002880986,0.001174628,0.004198364,0.008656652,0.000006543406,0.000001743567,0.00008454369,0.0005108282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.270348,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05897036954781008,"score_gpt":0.3006252940900957,"score_spread":0.2416549245422856,"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."}}