{"id":"W1993060475","doi":"10.5539/ass.v6n3p12","title":"Discussion on Strategies of Development and Application of Human Resources","year":2010,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human resources; Task (project management); China; Government (linguistics); Business; Knowledge management; Process management; Computer science; Political science; Management; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002294947,0.00003137438,0.0000394249,0.00002756206,0.0003075126,0.00001282287,0.0001309736,0.00001894746,0.00006504893],"category_scores_gemma":[0.00001605325,0.00001946773,0.000006563454,0.0003316687,0.0008082078,0.0001802611,0.00004616934,0.00004537325,0.000006414065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002226995,"about_ca_system_score_gemma":0.0000380681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006121126,"about_ca_topic_score_gemma":0.0000598145,"domain_scores_codex":[0.9994631,0.000002996627,0.0001079124,0.0001051471,0.0002508985,0.00006988041],"domain_scores_gemma":[0.9998178,0.00000464008,0.00008070475,0.00005881712,0.00001408774,0.00002398486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000001127724,0.00006218502,0.01459458,0.000003273592,6.252729e-7,1.379025e-8,0.005590573,4.435233e-7,0.5728812,0.1979461,0.00005721451,0.2088627],"study_design_scores_gemma":[0.00002511353,0.00001851188,0.967898,0.000002317522,5.540952e-7,1.083883e-7,0.002926122,0.000002651156,0.0199368,0.006152194,0.003007119,0.00003056794],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.797381,2.138949e-7,0.00004359252,0.0003797751,0.00001961918,0.00004150995,6.079379e-7,0.000002798161,0.2021308],"genre_scores_gemma":[0.9988424,1.38866e-7,0.0009884641,0.00001252144,0.00001511292,0.000005175031,8.773511e-7,0.000001282087,0.0001340534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9533033,"threshold_uncertainty_score":0.2977875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009134304037088422,"score_gpt":0.2852210511497542,"score_spread":0.2760867471126657,"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."}}