{"id":"W2105187902","doi":"10.1111/j.1755-053x.2011.01172.x","title":"Innovate to Survive: The Effect of Technology Competition on Corporate Bankruptcy","year":2011,"lang":"en","type":"article","venue":"Financial Management","topic":"Corporate Finance and Governance","field":"Business, Management and Accounting","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Singapore Management University; National University of Singapore; Canadian Intensive Care Foundation; University of Connecticut","keywords":"Bankruptcy; Earnings; Competition (biology); Business; Stock (firearms); Financial distress; Bankruptcy prediction; Industrial organization; Monetary economics; Accounting; Economics; Financial system; Finance","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004296848,0.000209132,0.0002557879,0.0003734285,0.0001374076,0.00003032902,0.0004617135,0.00006236476,0.0000983827],"category_scores_gemma":[0.00006175869,0.0001543507,0.0000633567,0.00189155,0.00007823257,0.0002076314,0.0002599417,0.0001282895,0.0008671003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002730221,"about_ca_system_score_gemma":0.000007518266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002263419,"about_ca_topic_score_gemma":0.00009927946,"domain_scores_codex":[0.9988657,0.00001238671,0.0002958091,0.0003077706,0.0002384815,0.00027984],"domain_scores_gemma":[0.9989499,0.00001538082,0.0004709781,0.000449502,0.0001075147,0.000006757821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005750184,0.000106094,0.08161711,0.000274768,0.0000257857,0.00006756024,0.00002938691,0.00007475377,0.0001195764,0.8478044,0.009718381,0.05958722],"study_design_scores_gemma":[0.0009045334,0.0003472096,0.7875872,0.0002224759,0.00005948765,6.056308e-7,0.00002065486,0.00003533372,0.001409612,0.01094676,0.1981796,0.000286604],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548873,0.00001716143,0.001876684,0.0009724033,0.0007775752,0.0009450415,0.0000107044,0.000112225,0.04040093],"genre_scores_gemma":[0.9976198,0.000009567985,0.0001026683,0.001404885,0.0002260133,0.0001263088,0.000009466982,0.00002015221,0.0004811446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8368576,"threshold_uncertainty_score":0.9999108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01878187944936419,"score_gpt":0.1983922739413675,"score_spread":0.1796103944920033,"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."}}