{"id":"W4226300411","doi":"10.2139/ssrn.4059255","title":"Polluted IPOs","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Initial public offering; Business; Financial system; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009516471,0.0002921272,0.0003380493,0.002431796,0.001315411,0.005324682,0.0006311132,0.001810165,0.05132048],"category_scores_gemma":[0.005928141,0.0002357882,0.0004308611,0.00217271,0.001111166,0.003048126,0.001869524,0.001792308,0.008353523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001253311,"about_ca_system_score_gemma":0.001467061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002644619,"about_ca_topic_score_gemma":0.002893468,"domain_scores_codex":[0.9982826,0.000174497,0.00009420304,0.0003010839,0.0008413418,0.0003062301],"domain_scores_gemma":[0.9969362,0.0005564361,0.0008508684,0.0007069042,0.0006845783,0.0002649907],"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":[0.0003158188,0.0002677111,0.04234783,0.0009896077,0.0002004002,0.002439169,0.00246195,0.001739928,0.003673055,0.5635428,0.1950045,0.1870173],"study_design_scores_gemma":[0.00004709569,0.0001868524,0.04189764,0.0003722065,0.00009450832,0.001693105,0.001790005,0.001405984,0.003860955,0.06875221,0.8798568,0.00004260039],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09881621,0.002496055,0.003735205,0.006650508,0.000698607,0.0002039986,0.004161502,0.000521215,0.8827167],"genre_scores_gemma":[0.6393405,0.003214672,0.001448135,0.004064659,0.000938508,0.0001584232,0.003003758,0.000173258,0.347658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05132048,"threshold_uncertainty_score":0.1716841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01077861243816739,"score_gpt":0.1826383732503492,"score_spread":0.1718597608121818,"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."}}