{"id":"W4414485553","doi":"10.33423/jabe.v27i5.7851","title":"The Inflation Reduction Act and Its Impact on Fuel Cell Companies: A Financial and Market Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Business and Economics","topic":"Electric Power System Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Incentive; Tax credit; Revenue; Profitability index; Carbon tax; Renewable energy; Tax revenue; Investment (military)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002181291,0.00008651231,0.0001962065,0.0002062945,0.00007561711,0.0001099827,0.00003531458,0.00005164132,0.000002058142],"category_scores_gemma":[0.000008523345,0.00006473174,0.00002596494,0.0002540587,0.00001112947,0.0001320413,0.000009955327,0.00007983714,1.745078e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007526359,"about_ca_system_score_gemma":0.00003092815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002612348,"about_ca_topic_score_gemma":0.000006463957,"domain_scores_codex":[0.9995676,0.000005782061,0.0002547946,0.00006643294,0.00002611107,0.0000792776],"domain_scores_gemma":[0.9996823,0.00004881224,0.0001407099,0.00005138343,0.00004958499,0.00002721168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000403077,0.00001601502,0.001522644,0.0001762181,0.0003574207,4.996367e-7,0.000276787,0.9851456,0.0002782961,0.0007194004,0.0005220283,0.01058203],"study_design_scores_gemma":[0.00100174,0.00004646505,0.2518314,0.0000391614,0.0003651291,0.00002021301,0.0001094716,0.743962,0.0002694532,0.0008171818,0.001357095,0.0001806829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944573,0.001067409,0.001511659,0.0000693349,0.0001590125,0.00007990623,0.000001995189,0.000007147313,0.002646227],"genre_scores_gemma":[0.9944289,0.005388454,0.00008399275,0.000008353301,0.00006332469,0.000001632389,0.000001384101,0.00000586021,0.00001806701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2503088,"threshold_uncertainty_score":0.2639684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003182877610918708,"score_gpt":0.185058308553003,"score_spread":0.1818754309420843,"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."}}