{"id":"W4405156862","doi":"10.21203/rs.3.rs-5398260/v1","title":"Recycled cement production, with zero emissions","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cement; Production (economics); Zero emission; Waste management; Environmental science; Zero (linguistics); Natural resource economics; Business; Engineering; Economics; Materials science; Metallurgy","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":[0.0003226924,0.0004698784,0.0003756536,0.0003852041,0.0002431749,0.001073522,0.0004610333,0.0007149656,0.00560809],"category_scores_gemma":[0.00106207,0.0001264919,0.0002531636,0.0004745982,0.0007152587,0.0008893916,0.0006111111,0.000400458,0.001034923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003530456,"about_ca_system_score_gemma":0.0004915443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001202464,"about_ca_topic_score_gemma":0.001652742,"domain_scores_codex":[0.9996552,0.00005691747,0.000008053666,0.00009975247,0.0001362468,0.00004377464],"domain_scores_gemma":[0.9997689,0.00006036675,0.00003566492,0.00006220494,0.00005244705,0.00002043179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003674599,0.0005827724,0.004645093,0.001528157,0.0002124889,0.001098433,0.0002728499,0.4144332,0.3627237,0.1083495,0.005243553,0.09723566],"study_design_scores_gemma":[0.0004413346,0.001574622,0.009441816,0.00009788125,0.0002648974,0.0006732165,0.0002481837,0.2628258,0.6264784,0.07767697,0.02019263,0.00008433637],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8563048,0.001495362,0.04896798,0.0005494099,0.0001343199,0.00004371157,0.001470652,0.0006180193,0.09041573],"genre_scores_gemma":[0.9841951,0.0002044549,0.004761755,0.00001905221,0.00000847835,0.000008766112,0.0002225244,0.00007032067,0.01050958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00560809,"threshold_uncertainty_score":0.01876092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04425387228331194,"score_gpt":0.3416284406459319,"score_spread":0.2973745683626199,"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."}}