{"id":"W4392674466","doi":"10.14359/51740607","title":"Harnessing Tannery Sludge for Sustainable Fly Ash Brick Development","year":2024,"lang":"en","type":"article","venue":"","topic":"Recycling and utilization of industrial and municipal waste in materials production","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fly ash; Brick; Environmental science; Waste management; Sustainable development; Engineering; Civil engineering","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":[0.0001484389,0.0003209145,0.0002327135,0.0006588139,0.0002593795,0.0008049603,0.0002203142,0.0004246712,0.004117785],"category_scores_gemma":[0.0002108561,0.0001523742,0.0003842505,0.0003878381,0.0001224512,0.0005674182,0.0004258708,0.0004560928,0.001697208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003887895,"about_ca_system_score_gemma":0.0003304563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250305,"about_ca_topic_score_gemma":0.006065819,"domain_scores_codex":[0.9998779,0.00001171484,0.00000778564,0.00002108198,0.00005573523,0.000025782],"domain_scores_gemma":[0.9999164,0.00001363632,0.00001172326,0.00000934295,0.00003387465,0.00001506679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001410196,0.0001538162,0.001891055,0.0006561819,0.00003203839,0.00031383,0.00008673917,0.002918544,0.9036591,0.001115849,0.001982013,0.08704983],"study_design_scores_gemma":[0.0000149329,0.0003321668,0.003351972,0.0001057169,0.00004130102,0.000163354,0.0002358192,0.005921156,0.9610547,0.0005896058,0.02817058,0.0000188025],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9193807,0.005451965,0.03584585,0.0007059189,0.0004047995,0.0002694343,0.00132544,0.0008600964,0.03575586],"genre_scores_gemma":[0.9637284,0.003032514,0.01224454,0.0001358554,0.00002024715,0.00006135312,0.0003861913,0.00008503541,0.02030593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004117785,"threshold_uncertainty_score":0.01377535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02684904147287178,"score_gpt":0.2565019190850054,"score_spread":0.2296528776121336,"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."}}