{"id":"W4407177091","doi":"10.1111/jfir.12458","title":"IPO proceeds deployment and firm performance","year":2025,"lang":"en","type":"article","venue":"The Journal of Financial Research","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Initial public offering; Software deployment; Business; Financial system; Computer science; Finance; Operating system","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":[0.001453865,0.0002099087,0.0002015994,0.0007322043,0.0002407996,0.002239241,0.0003393592,0.0004559278,0.006387164],"category_scores_gemma":[0.01262357,0.00007407652,0.0001340932,0.0008600598,0.0004519413,0.001072959,0.0009589475,0.0009357476,0.001039291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005365469,"about_ca_system_score_gemma":0.00027781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002941888,"about_ca_topic_score_gemma":0.002361481,"domain_scores_codex":[0.9991917,0.0002188454,0.00006252876,0.0001110638,0.0002228967,0.0001930545],"domain_scores_gemma":[0.9641623,0.0099357,0.01938798,0.0008328219,0.001846929,0.003834396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003673029,0.0005784761,0.9804171,0.00004205528,0.00008767615,0.0002028434,0.000219472,0.001749409,0.001366953,0.0008927445,0.001251584,0.01282421],"study_design_scores_gemma":[0.00001203061,0.0003682833,0.9956399,0.00001239296,0.00002638469,0.00005675912,0.0006047044,0.001287271,0.0007935941,0.0002697709,0.0009186589,0.00001014063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937868,0.00009852718,0.00007268375,0.0001241764,0.000006633023,0.000008462085,0.0001522842,0.00001006446,0.005740406],"genre_scores_gemma":[0.9990473,0.00003030534,0.00001301346,0.00001078304,0.00001289265,0.000001996446,0.000130894,0.000001744274,0.0007511147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006387164,"threshold_uncertainty_score":0.02136725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04620883654655914,"score_gpt":0.3042984331511568,"score_spread":0.2580895966045977,"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."}}