{"id":"W4378421092","doi":"10.14359/51738818","title":"Linking Concrete Rheology to Strength: Sustainability Model Approach","year":2023,"lang":"en","type":"article","venue":"ACI Materials Journal","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Federal Highway Administration; McMaster University; Cement Association of Canada; University of Texas at Austin","keywords":"Rheology; Sustainability; Materials science; Geotechnical engineering; Composite material; Geology; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001005983,0.0001889935,0.0003167099,0.0003187203,0.0002201582,0.0002593714,0.0002621059,0.0001499536,0.0002874132],"category_scores_gemma":[0.0001423849,0.0001862557,0.00004733349,0.0004223345,0.00005521638,0.0002286727,0.00009469849,0.0001737611,0.0001205987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001321092,"about_ca_system_score_gemma":0.00008801825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001944927,"about_ca_topic_score_gemma":1.36949e-7,"domain_scores_codex":[0.9984682,0.00008944936,0.0006160279,0.0001846489,0.0001776072,0.000464088],"domain_scores_gemma":[0.9992523,0.00004050685,0.00008039305,0.0002572956,0.0002712922,0.00009817035],"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":[0.0000531322,0.000002491635,0.0001416248,0.0002007337,0.00009333015,0.00002847028,0.0007085304,0.08471361,0.8847891,0.01965688,0.005448453,0.004163646],"study_design_scores_gemma":[0.001802367,0.0001662708,0.0006042962,0.0001359212,0.0001030629,0.001346119,0.00231817,0.1388248,0.797137,0.04423911,0.01164336,0.001679517],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695182,0.00001238732,0.02618983,0.0001821492,0.002383867,0.000183487,0.00004783093,0.0004672665,0.001014969],"genre_scores_gemma":[0.9905259,0.00004110321,0.008256202,0.000127644,0.000684376,0.0000414495,0.00003900914,0.00004234792,0.0002419423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08765206,"threshold_uncertainty_score":0.7595288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743336663860659,"score_gpt":0.255357613721453,"score_spread":0.2379242470828465,"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."}}