{"id":"W4389607940","doi":"10.1111/jofi.13302","title":"Artificial Intelligence, Education, and Entrepreneurship","year":2023,"lang":"en","type":"article","venue":"The Journal of Finance","topic":"Private Equity and Venture Capital","field":"Business, Management and Accounting","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Alfred P. Sloan Foundation","keywords":"Entrepreneurship; Brain drain; Higher education; Psychology; Political science; Sociology; Public relations; Management; Marketing; Business; Economics; Economic growth; Finance","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":[0.0006520884,0.00007972013,0.0001789336,0.001407227,0.0006888572,0.002914309,0.0001415792,0.0004504308,0.005804865],"category_scores_gemma":[0.004176584,0.00005262973,0.00008749516,0.002530035,0.001672856,0.001255212,0.001263601,0.000841204,0.0002396521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103461,"about_ca_system_score_gemma":0.0009507572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003698262,"about_ca_topic_score_gemma":0.007318495,"domain_scores_codex":[0.9996439,0.0001078231,0.00002036831,0.00004061886,0.00006912751,0.0001181295],"domain_scores_gemma":[0.9930816,0.002764394,0.00213352,0.0001334902,0.000467791,0.001419299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007454635,0.0002518155,0.7997932,0.0001482466,0.00006798523,0.0004008175,0.002327735,0.001713623,0.0001782476,0.08509672,0.009735635,0.1002115],"study_design_scores_gemma":[0.00001035596,0.00005740427,0.8615087,0.0003364358,0.00002402747,0.0002749543,0.009500057,0.001611769,0.0001919192,0.08608845,0.04037273,0.00002321115],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.907378,0.01167017,0.0005643227,0.02142273,0.0001214558,0.00001154854,0.0003831945,0.00001305072,0.05843547],"genre_scores_gemma":[0.9972678,0.001379671,0.00005503518,0.0002255864,0.00004701576,0.000002508927,0.00004084909,0.000001141863,0.0009804656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005804865,"threshold_uncertainty_score":0.01941919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03358516549487101,"score_gpt":0.257865144094706,"score_spread":0.224279978599835,"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."}}