{"id":"W3205964191","doi":"10.23977/acss.2021.050114","title":"Construction of Network Platform for Personnel Management Based on Computer Aid","year":2021,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human resource management; Scientific management; Work (physics); Engineering management; Technology management; Data management; Computer science; Information management; Knowledge management; Staff management; Process management; Operations management; Business; Engineering; Database","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":[0.0006027693,0.0004504115,0.0002833785,0.001748907,0.00117103,0.001430662,0.001067447,0.0006881993,0.01014468],"category_scores_gemma":[0.0007644854,0.0002170261,0.0002998975,0.001038563,0.0003631371,0.001886723,0.002204001,0.0004768382,0.003230778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008003501,"about_ca_system_score_gemma":0.00219846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003663281,"about_ca_topic_score_gemma":0.002347637,"domain_scores_codex":[0.9992174,0.000147759,0.0000420018,0.0001483066,0.0002766816,0.0001677951],"domain_scores_gemma":[0.9995913,0.00004784122,0.00003329907,0.00006454251,0.0001532175,0.0001098449],"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":[0.0006535414,0.0006544361,0.008613527,0.0004482103,0.00005565184,0.001083808,0.001445935,0.02430024,0.04168864,0.1277982,0.06001335,0.7332445],"study_design_scores_gemma":[0.0003199673,0.001106132,0.01328979,0.0003155548,0.0001749042,0.001192938,0.001309056,0.3210203,0.04621334,0.03509863,0.5796576,0.0003017898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09153737,0.0006445459,0.7734992,0.001020783,0.0006723049,0.001220574,0.000542191,0.01036072,0.1205023],"genre_scores_gemma":[0.6544704,0.0008637579,0.2816991,0.0003500584,0.0003979693,0.001417765,0.001522933,0.0002739858,0.05900392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01014468,"threshold_uncertainty_score":0.03393734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442585334238833,"score_gpt":0.2344844809570604,"score_spread":0.220058627614672,"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."}}