{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002562362,0.00007980482,0.0001443061,0.00023331,0.0003483999,0.0001051977,0.0003888566,0.00003917523,0.00001763374],"category_scores_gemma":[0.000470281,0.00005157636,0.0000335546,0.000885561,0.0001328124,0.0005888081,0.0001781405,0.0004442244,0.00003268175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004257987,"about_ca_system_score_gemma":0.0002066155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001336184,"about_ca_topic_score_gemma":0.00006136454,"domain_scores_codex":[0.9988933,0.00001701761,0.000252979,0.00008178999,0.0004871245,0.0002678311],"domain_scores_gemma":[0.9989524,0.0000924951,0.0001963387,0.0001278188,0.0006216592,0.000009281188],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001857006,0.0002181402,0.3582685,0.0007261661,0.00003562561,0.00004730612,0.0002553725,0.0001034332,0.001856719,0.02612777,0.2589858,0.3515182],"study_design_scores_gemma":[0.000463023,0.00006028987,0.7411512,0.0002586227,0.00001759187,0.00000633336,0.00003490508,0.0002788992,0.0002740443,0.00297713,0.2544166,0.00006130616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988714,0.001018496,0.00009451538,0.004933682,0.0001924271,0.0001390201,3.906165e-7,0.000005824677,0.004901638],"genre_scores_gemma":[0.9962107,0.0008996511,0.00001729592,0.0006333825,0.0006099031,0.00000382092,1.397547e-7,0.000006582712,0.001618528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3828827,"threshold_uncertainty_score":0.2679645,"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."}}