{"id":"W1947526071","doi":"10.2139/ssrn.1908338","title":"A New Measure of Competition Based on 10-K Filings: Derivations and Implications for Financial Statement Analysis","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Merger and Competition Analysis","field":"Economics, Econometrics and Finance","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Statement (logic); Measure (data warehouse); Financial statement; Competition (biology); Financial statement analysis; Accounting; Business; Economics; Financial analysis; Computer science; Data mining; Law; Political science","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":[0.004827025,0.0006738378,0.001378295,0.006395916,0.001529096,0.006234794,0.002578345,0.00238403,0.01025414],"category_scores_gemma":[0.03499976,0.0003832543,0.0008663285,0.008071867,0.003465905,0.01005894,0.002534541,0.00221637,0.001456582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002161955,"about_ca_system_score_gemma":0.002209649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002337132,"about_ca_topic_score_gemma":0.002843872,"domain_scores_codex":[0.9953875,0.001371263,0.0005251491,0.0007335708,0.001449261,0.0005332278],"domain_scores_gemma":[0.9728436,0.01471319,0.005071958,0.002046591,0.004054684,0.001269945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001268051,0.0003252184,0.02654188,0.0001732562,0.0001548241,0.0002551763,0.0005224657,0.02381768,0.002180761,0.8624551,0.007970857,0.07547588],"study_design_scores_gemma":[0.00004606548,0.0001832165,0.02094809,0.0001420579,0.00009795619,0.0005011304,0.0004635676,0.2747515,0.001296295,0.694095,0.00728909,0.0001860161],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1544164,0.001233545,0.797717,0.002155309,0.0004668556,0.0001807057,0.001657857,0.0005052341,0.04166715],"genre_scores_gemma":[0.8693716,0.0005928781,0.1225599,0.0003074079,0.0007004151,0.0001949203,0.001050205,0.0001069017,0.005115869],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01025414,"threshold_uncertainty_score":0.03430355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232771888790758,"score_gpt":0.245245302643781,"score_spread":0.2229175837558734,"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."}}