{"id":"W4289321445","doi":"10.18280/rces.090206","title":"Research on Visualization Management of Human Resources Based on Big Data Neural Network Technology","year":2022,"lang":"en","type":"article","venue":"Review of Computer Engineering Studies","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"LPWAN; Computer science; Software deployment; Wide area network; Wireless; Emerging technologies; Wireless network; Wireless sensor network; Telecommunications; Computer network; Artificial intelligence","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":[0.001773279,0.0001519282,0.0004246898,0.000407336,0.0002535781,0.00001695913,0.001692405,0.00001907908,6.163223e-7],"category_scores_gemma":[0.00002239976,0.0001410901,0.00005485736,0.001811404,0.00004611065,0.00004801113,0.00323067,0.0002394107,0.000001338443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005573146,"about_ca_system_score_gemma":0.00001087997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001274837,"about_ca_topic_score_gemma":5.209563e-8,"domain_scores_codex":[0.9980839,0.0001717732,0.0004366718,0.0004099256,0.000597225,0.0003005083],"domain_scores_gemma":[0.9983336,0.0002523846,0.0001482189,0.001114415,0.0001294797,0.00002190442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000987865,0.0002844838,0.000225783,0.01938041,0.0003726796,0.00005353718,0.0003400989,0.5939963,0.00001625369,0.04938328,0.05382335,0.282114],"study_design_scores_gemma":[0.0002296696,0.0007641612,0.0006921609,0.01056865,0.00002419796,0.000003067998,0.00001866409,0.9284874,0.0000413682,0.0001308829,0.05883041,0.0002093256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0221842,0.161152,0.7943523,0.003308004,0.01568262,0.001829838,0.000004206122,0.0008259652,0.0006608707],"genre_scores_gemma":[0.8778541,0.02072191,0.09390502,0.00149238,0.005444445,0.0002640111,0.00007886413,0.000130837,0.0001084546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8556699,"threshold_uncertainty_score":0.5753489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360560444147555,"score_gpt":0.3922440617950604,"score_spread":0.2561880173803049,"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."}}