{"id":"W4412128511","doi":"10.21105/joss.07471","title":"EcoLogits: Evaluating the Environmental Impacts of Generative AI","year":2025,"lang":"en","type":"article","venue":"The Journal of Open Source Software","topic":"Green IT and Sustainability","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Generative grammar; Computer science; Artificial intelligence","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":[0.003300055,0.001201047,0.000450915,0.001604186,0.000429848,0.001504668,0.001718989,0.0009464867,0.005991557],"category_scores_gemma":[0.01732659,0.0003644082,0.0008353446,0.001108721,0.001164299,0.002041109,0.002256504,0.00136284,0.0008925688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001554134,"about_ca_system_score_gemma":0.001852084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00964051,"about_ca_topic_score_gemma":0.01398232,"domain_scores_codex":[0.9982704,0.0008340398,0.00008277821,0.0001653348,0.0005224838,0.0001248329],"domain_scores_gemma":[0.9880844,0.009599138,0.0004699305,0.0008947636,0.0006774389,0.0002744071],"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":[0.0005394168,0.0004116871,0.02271779,0.0008219929,0.0002535987,0.0001600225,0.0002252591,0.8749657,0.002902959,0.01185829,0.01333627,0.07180703],"study_design_scores_gemma":[0.00005152544,0.0002534885,0.002855748,0.00005594667,0.00004299823,0.00004965807,0.00008586457,0.9783028,0.003328932,0.01028629,0.004657093,0.00002962802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"software","genre_scores_codex":[0.694767,0.001856409,0.2049747,0.001861298,0.0003410207,0.0006393742,0.0152128,0.03531716,0.04503029],"genre_scores_gemma":[0.8559834,0.0005856081,0.1261363,0.0003879656,0.00004379413,0.0005622628,0.01024501,0.002581513,0.003474066],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.00964051,"threshold_uncertainty_score":0.02004373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647825900706613,"score_gpt":0.3055730702372558,"score_spread":0.2890948112301897,"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."}}