{"id":"W7132402950","doi":"","title":"Li Fen: The Plight of an HR Manager","year":2022,"lang":"","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Government (linguistics); Work (physics); Human resource management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006376923,0.0004040435,0.000390954,0.00200393,0.01287674,0.01660788,0.00140458,0.002890017,0.02316307],"category_scores_gemma":[0.01162156,0.0003369717,0.0004384926,0.002550005,0.01054127,0.01534834,0.004417468,0.005604453,0.002544034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01222825,"about_ca_system_score_gemma":0.019146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03639609,"about_ca_topic_score_gemma":0.0363488,"domain_scores_codex":[0.9943706,0.002536444,0.0001724086,0.000700366,0.001242306,0.0009778796],"domain_scores_gemma":[0.9943269,0.001770314,0.0004947127,0.0002057197,0.001609558,0.001592794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005065581,0.00007623936,0.005572903,0.0001511485,0.00002229439,0.0003455367,0.06979108,0.0005201796,0.000304798,0.8233417,0.05651186,0.04331167],"study_design_scores_gemma":[0.00005849006,0.0001127376,0.008490454,0.0005991399,0.00004009633,0.0001973415,0.2109377,0.001722738,0.000776623,0.3100818,0.4668615,0.0001213316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07251462,0.003166706,0.009660147,0.1353115,0.001686366,0.0001330362,0.0001687216,0.0001554668,0.7772036],"genre_scores_gemma":[0.8548941,0.002230879,0.003808629,0.01038652,0.0004922964,0.0001598549,0.00008015804,0.00006200623,0.1278855],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03639609,"threshold_uncertainty_score":0.08872259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043919473539672,"score_gpt":0.2322136517474441,"score_spread":0.2217744570120474,"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."}}