{"id":"W1543968393","doi":"10.1111/abac.12044","title":"Non‐linear Equity Valuation: An Empirical Analysis","year":2015,"lang":"en","type":"article","venue":"Abacus","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Brock University","funders":"","keywords":"Econometrics; Equity (law); Valuation (finance); Economics; Empirical research; Mathematics; Statistics; Accounting","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004470144,0.0001104448,0.0001824532,0.0001145711,0.00007354734,0.000113082,0.0002144472,0.00004870493,0.0001334473],"category_scores_gemma":[0.00005891387,0.00009819986,0.00008630919,0.001215737,0.0000256708,0.001069829,0.0001233329,0.00007376017,0.00112963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000322974,"about_ca_system_score_gemma":0.00004759151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007796666,"about_ca_topic_score_gemma":0.0005724241,"domain_scores_codex":[0.9990274,0.000005670866,0.0001749963,0.0002483859,0.0003519155,0.0001916495],"domain_scores_gemma":[0.9992614,0.000007410856,0.0001660713,0.0003034935,0.0002391823,0.00002241542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004906171,0.0001470855,0.9568061,0.00001469449,0.00009040697,0.00003096522,0.0000926023,0.002415685,0.00003310019,0.001465835,0.02997735,0.008877107],"study_design_scores_gemma":[0.0006144308,0.00002364492,0.8276103,0.000005571515,0.0003697617,6.797892e-7,0.00006088184,0.06847806,0.00001777393,0.003793427,0.09878355,0.0002419392],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733826,0.00003766163,0.00545747,0.001145795,0.0002539154,0.00009514279,0.000004279898,0.00008253678,0.0195406],"genre_scores_gemma":[0.99569,0.000002384352,0.0002434662,0.002026359,0.001240076,0.000007849444,0.00006006873,0.00001059209,0.0007192157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1291958,"threshold_uncertainty_score":0.9996481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360207555897336,"score_gpt":0.3466988890737253,"score_spread":0.2106781334839917,"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."}}