{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005196646,0.00004851858,0.00007123587,0.00009747105,0.00009167223,0.00006600213,0.0001970262,0.00001779767,0.00002539694],"category_scores_gemma":[0.0001562531,0.00003238274,0.00002734477,0.0003233126,0.00004578087,0.0003728101,0.00006954783,0.0001045878,0.0001331585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005003678,"about_ca_system_score_gemma":0.0000251234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007731162,"about_ca_topic_score_gemma":0.000003364156,"domain_scores_codex":[0.9995719,0.000007428921,0.0001777702,0.00004302532,0.0001053163,0.00009451478],"domain_scores_gemma":[0.9995784,0.00004666099,0.0001988487,0.00008302731,0.00008853088,0.000004489996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001271656,0.0001456442,0.007867633,0.00008271484,0.00002395504,0.00001784784,0.0007174582,0.0003291165,0.0008773583,0.3615412,0.05466339,0.5736066],"study_design_scores_gemma":[0.00008252128,0.00003898799,0.07913017,0.0001817262,0.00008317501,0.00005800028,0.001244014,0.0008620401,0.001114795,0.6660749,0.2509227,0.0002068954],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895643,0.0006277041,0.0002817349,0.007032748,0.0008459725,0.00004130297,2.927729e-7,0.00001409236,0.001591843],"genre_scores_gemma":[0.9975212,0.0003395135,0.00002279298,0.0005779745,0.001289438,5.682913e-7,6.974044e-7,0.000004282366,0.000243552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5733997,"threshold_uncertainty_score":0.1711528,"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."}}