{"id":"W4412093161","doi":"10.3390/jrfm18070372","title":"Innovation over ESG Performance? The Trade-Offs of STEM Leadership in Top Sustainable Firms","year":2025,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Airlangga","keywords":"Business; Industrial organization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002570639,0.000115751,0.0001716717,0.0007799218,0.0003898806,0.001806205,0.0001797248,0.0004667277,0.003279544],"category_scores_gemma":[0.00894168,0.00005083827,0.0001468841,0.0006617876,0.001064937,0.0008510745,0.001148677,0.0004324247,0.0002909071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000641413,"about_ca_system_score_gemma":0.0008671803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009787127,"about_ca_topic_score_gemma":0.002832173,"domain_scores_codex":[0.9984052,0.0004779327,0.00007030085,0.0001487511,0.0004382863,0.0004595791],"domain_scores_gemma":[0.9863311,0.00598744,0.004050914,0.0003838612,0.0008605971,0.002386138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001495089,0.0002272302,0.9550922,0.00005037841,0.00005466673,0.000188507,0.002362301,0.0007325571,0.001259593,0.00402811,0.0003470314,0.03550805],"study_design_scores_gemma":[0.00001322002,0.0002403137,0.9893712,0.00003874041,0.00001940584,0.00006385837,0.005053264,0.0007330561,0.0005839583,0.002788364,0.001084171,0.00001049175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948462,0.000125241,0.0001800224,0.0004185819,0.00000555632,0.000003778317,0.00001309787,0.00000215634,0.00440535],"genre_scores_gemma":[0.9997897,0.00001831369,0.00002171644,0.0000220668,0.000005253531,7.64262e-7,0.000004788529,3.638926e-7,0.0001372193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003279544,"threshold_uncertainty_score":0.01359504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149977299829911,"score_gpt":0.2182174153601708,"score_spread":0.1967176423618717,"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."}}