{"id":"W3035267214","doi":"10.5267/j.msl.2020.6.009","title":"A mathematical and testing tool for personal human capital research assessment","year":2020,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Human capital; 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":[0.004772923,0.00007586628,0.0001058794,0.0002454721,0.000916867,0.0007662796,0.0006601153,0.00001442407,0.0000841568],"category_scores_gemma":[0.0006963776,0.00006017832,0.00003355411,0.001465056,0.0005709313,0.0003119466,0.0004159577,0.0001024302,0.00004185562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005074406,"about_ca_system_score_gemma":0.00001150472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002598726,"about_ca_topic_score_gemma":1.914234e-7,"domain_scores_codex":[0.9970367,0.00004053795,0.0002946349,0.0006006379,0.001709466,0.0003180554],"domain_scores_gemma":[0.9988007,0.0006845072,0.00006362979,0.0002178949,0.0001163618,0.0001169197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001088604,0.0001354348,0.03926345,0.00009273515,0.00001679616,0.00001352174,0.004077163,0.0001653471,0.1102403,0.7230526,0.03262654,0.09030519],"study_design_scores_gemma":[0.001067317,0.0004005069,0.2109293,0.00005754967,0.00002807671,0.000005790864,0.008081246,0.4975573,0.00152626,0.2603731,0.01933577,0.0006377881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7946365,0.000001509634,0.1663478,0.03472552,0.00001522527,0.0007681171,0.000003452275,0.00006186744,0.003439948],"genre_scores_gemma":[0.9398379,2.104885e-7,0.05710122,0.002692286,0.00005143542,0.0001455117,8.121413e-7,0.000005151865,0.0001654773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.497392,"threshold_uncertainty_score":0.7389252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3785431319553944,"score_gpt":0.5182303138291031,"score_spread":0.1396871818737088,"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."}}