{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00178022,0.001939963,0.001318982,0.004354389,0.004655733,0.006828025,0.00340155,0.004135882,0.2685744],"category_scores_gemma":[0.003691832,0.00121159,0.001093798,0.002874504,0.001072347,0.002863616,0.004924585,0.00327007,0.2002637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004140766,"about_ca_system_score_gemma":0.008660501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03672951,"about_ca_topic_score_gemma":0.1028806,"domain_scores_codex":[0.9923884,0.0003108546,0.0001734379,0.0007401278,0.005792608,0.0005944638],"domain_scores_gemma":[0.9951937,0.0002572383,0.0001446476,0.0004253975,0.003480382,0.0004985671],"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":[0.00009753664,0.0001263037,0.0006165229,0.001122941,0.00002428254,0.0001934479,0.0002495509,0.0003387186,0.009274419,0.007640419,0.7280316,0.2522843],"study_design_scores_gemma":[0.000007794819,0.00001340222,0.0002245086,0.00009437279,0.000007091425,0.00008811079,0.00008542971,0.0001754617,0.002833614,0.0006660072,0.9957903,0.00001397019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004069887,0.01154416,0.03033731,0.006367154,0.003063459,0.0008925626,0.01015451,0.01724073,0.9163302],"genre_scores_gemma":[0.01968503,0.009425641,0.02507296,0.004249302,0.0002796132,0.0004747885,0.01372426,0.00433736,0.9227511],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2685744,"threshold_uncertainty_score":0.8984708,"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."}}