{"id":"W3168262909","doi":"10.1287/mnsc.2021.4141","title":"Bankrupt Innovative Firms","year":2021,"lang":"en","type":"article","venue":"Management Science","topic":"Corporate Insolvency and Governance","field":"Business, Management and Accounting","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Western University","funders":"","keywords":"Bankruptcy; Collateralized debt obligation; Creditor; Business; Debt; Industrial organization; Accounting; Commerce; Finance; Collateral","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":[0.0004673182,0.0001245851,0.0001054154,0.0002049453,0.0003627047,0.000495948,0.0005361011,0.00001758816,0.0004057553],"category_scores_gemma":[0.00009552347,0.0001032028,0.00003071777,0.005257932,0.0002279537,0.001892842,0.0007069109,0.00008136916,0.000777797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004562494,"about_ca_system_score_gemma":0.00003568991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005447532,"about_ca_topic_score_gemma":0.00003110156,"domain_scores_codex":[0.9984032,0.000002883341,0.0001859725,0.0004860577,0.000568114,0.0003537779],"domain_scores_gemma":[0.9991142,0.000009131718,0.0001510092,0.0003917557,0.0003233716,0.00001054529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008793873,0.0001391108,0.02742507,0.0001364757,0.00001592853,0.0002965466,0.00004357067,0.0001043677,0.001466872,0.9068242,0.02126375,0.04227535],"study_design_scores_gemma":[0.0003652239,0.000005088669,0.2486323,0.00007079424,0.00001611787,0.000002617379,0.0003577253,0.001359611,0.001119988,0.01712851,0.7305998,0.0003422865],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2160444,0.0001156358,0.003565217,0.005062882,0.001692191,0.0002858868,0.000002402185,0.0002274337,0.773004],"genre_scores_gemma":[0.9858401,0.00001502965,0.0008181333,0.005518038,0.0002668607,0.00001603219,0.000006292715,0.000009177787,0.007510282],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8896956,"threshold_uncertainty_score":0.9997265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01852669131551748,"score_gpt":0.2263761623511021,"score_spread":0.2078494710355847,"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."}}