{"id":"W4406100634","doi":"10.1039/d4su90068e","title":"Energy materials redesign, reuse and repurpose","year":2025,"lang":"en","type":"article","venue":"RSC Sustainability","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Reuse; Sustainability; Energy (signal processing); Business; Computer science; Engineering; Waste management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006755635,0.0001095548,0.0001464111,0.00004075232,0.000115727,0.00006104246,0.0002534835,0.00006388273,0.000246086],"category_scores_gemma":[0.0004306866,0.00009845047,0.00002548757,0.0001950323,0.0001984643,0.0001174746,0.0007165732,0.00004449857,0.000005485805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002889752,"about_ca_system_score_gemma":0.00001211239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001522847,"about_ca_topic_score_gemma":0.00001420923,"domain_scores_codex":[0.9989531,0.0001266901,0.0002222285,0.0003898551,0.00009507142,0.0002130557],"domain_scores_gemma":[0.9991039,0.00004991445,0.0000472077,0.0007418433,0.00001486921,0.00004227483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003965464,0.0007352051,0.1964376,0.0007789694,0.00008241517,0.0001026299,0.001026756,0.0001174675,0.03825453,0.1113911,0.2078869,0.4427899],"study_design_scores_gemma":[0.0002638311,0.00009563145,0.05888536,0.00002573735,0.00002328145,0.000001821825,0.0004332262,0.000103981,0.07056547,0.6811274,0.1882003,0.000273958],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.949679,0.00007281856,0.00731779,0.003773526,0.00009352894,0.0004467097,0.000002176371,0.0002984438,0.03831608],"genre_scores_gemma":[0.988799,0.00005065688,0.00102926,0.0002842631,0.00001146303,0.00005355542,0.000001995514,0.000006044626,0.009763699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5697362,"threshold_uncertainty_score":0.4014694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003941158086350971,"score_gpt":0.2368475558695794,"score_spread":0.2329063977832284,"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."}}