{"id":"W6911620100","doi":"10.5281/zenodo.12704250","title":"Clean Green Solutions","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sustainable Design and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Confidentiality; Dry cleaning; Troubleshooting; Order (exchange); Clean Air Act","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000322277,0.00009688627,0.00007026477,0.0002256882,0.0008355225,0.0005946889,0.0003510905,0.00004127058,0.006956442],"category_scores_gemma":[0.00006294487,0.0001048981,0.00003395375,0.0005241161,0.0000462856,0.0001879619,0.0002899273,0.0001830351,0.01290555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002201918,"about_ca_system_score_gemma":0.000003297346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009178669,"about_ca_topic_score_gemma":2.100591e-7,"domain_scores_codex":[0.9991001,0.00005516046,0.0001365813,0.0001944489,0.0001807622,0.0003329453],"domain_scores_gemma":[0.9995394,0.00001288604,0.000007284526,0.0001991575,0.0001260681,0.0001151528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006055116,0.00001998734,2.588563e-7,0.0001895312,0.0000590044,0.00006053012,0.001656004,0.0007122571,0.001634607,0.01612876,0.5767328,0.4028003],"study_design_scores_gemma":[0.0000912406,0.00003152483,0.00009145076,0.0000255986,0.000006638511,0.0000732545,0.0004609884,0.01190003,0.0002444487,0.0004783665,0.9864637,0.0001327375],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01071944,0.001613601,0.1291023,0.001371782,0.0007888486,0.0007105684,0.000174769,0.01536282,0.8401559],"genre_scores_gemma":[0.9925284,0.0001624751,0.0003789772,0.00007623334,0.000208203,6.210717e-8,0.0005610836,0.001835398,0.004249181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.981809,"threshold_uncertainty_score":0.9939513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03747195010358426,"score_gpt":0.2192844574542605,"score_spread":0.1818125073506763,"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."}}