{"id":"W4402901769","doi":"10.1007/978-3-031-66205-8_1","title":"Artificial Intelligence, Finance, and Sustainability: An Overview","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Sustainable Finance and Green Bonds","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Sustainability; Business; Ecology; Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005689248,0.0005319639,0.000958962,0.0006417128,0.0001341284,0.0002623594,0.0003182653,0.0005841741,0.002164698],"category_scores_gemma":[0.0000427939,0.0005970356,0.0002501193,0.0001624166,0.0002487284,0.0003682156,0.0002543769,0.0005580272,0.001585561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003074755,"about_ca_system_score_gemma":0.0001374538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002061371,"about_ca_topic_score_gemma":0.0001425923,"domain_scores_codex":[0.9970399,0.000004387605,0.001106455,0.001265184,0.00006661855,0.0005174212],"domain_scores_gemma":[0.9985813,0.00004684021,0.0002991132,0.0008216101,0.0001299858,0.0001211226],"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":[0.00001677463,0.00002618105,0.00007260623,0.0004670947,0.00004657362,0.00008212245,0.0001300999,0.00001098373,1.361842e-8,0.9579713,0.001271575,0.03990462],"study_design_scores_gemma":[0.0000155444,0.000106102,0.00003473493,0.00004948777,0.00001467092,0.000006589862,0.00007647656,0.0004421461,0.000001074382,0.5330234,0.4658392,0.0003906373],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002494588,0.07369613,0.0007126066,0.001036985,0.000559217,0.0005745797,0.0002506386,0.0001533054,0.9227671],"genre_scores_gemma":[0.01503754,0.0143717,0.0002169387,0.0003588564,0.0004185227,0.00004522877,0.0000688318,0.0001366479,0.9693457],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4645676,"threshold_uncertainty_score":0.9996481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07538297794752406,"score_gpt":0.2742011622627391,"score_spread":0.198818184315215,"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."}}