{"id":"W4313519724","doi":"10.33423/jabe.v24i6.5731","title":"Management Practices as a Proxy for Firm Quality","year":2022,"lang":"en","type":"article","venue":"Journal of Applied Business and Economics","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Proxy (statistics); Business; Portfolio; Profitability index; Market capitalization; Capitalization; Finance; Position (finance); Stock market","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003618134,0.000315976,0.0003425087,0.004714734,0.000371894,0.00171036,0.0005946369,0.0005419984,0.00179104],"category_scores_gemma":[0.0226303,0.0001489217,0.0004495228,0.005316922,0.0005069352,0.001327505,0.001464478,0.0006538156,0.0004163703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001001927,"about_ca_system_score_gemma":0.0006361958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005321084,"about_ca_topic_score_gemma":0.007917255,"domain_scores_codex":[0.9957308,0.0007317344,0.0008491773,0.0005031003,0.001662415,0.0005227989],"domain_scores_gemma":[0.8871337,0.01561295,0.08156188,0.003986509,0.007191764,0.004513189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002161583,0.00003816773,0.9936725,0.00002114499,0.00009846925,0.00002066874,0.00008585602,0.000620058,0.0001821911,0.0002170655,0.0003506942,0.004671425],"study_design_scores_gemma":[0.000005127811,0.0001010169,0.9971918,0.00001335717,0.00001550593,0.00004317269,0.0001564207,0.00116873,0.0002085471,0.0002879829,0.0008003946,0.000007940343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871072,0.0004155059,0.003217519,0.0003106617,0.00001867466,0.00008670179,0.003446307,0.0000586539,0.005338773],"genre_scores_gemma":[0.9965514,0.00006721264,0.0008925215,0.00003228772,0.0000261545,0.00003115725,0.001919749,0.000003524489,0.000476067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005321084,"threshold_uncertainty_score":0.01913476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03685017265694066,"score_gpt":0.2562529452351692,"score_spread":0.2194027725782286,"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."}}