{"id":"W4379876928","doi":"10.1007/978-3-031-33187-9_72","title":"Development of a Framework to Provide Concrete with a Low Carbon Footprint and Enhanced Resistance Against ASR-Induced Development","year":2023,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Carbon footprint; Resistance (ecology); Footprint; Development (topology); Carbon fibers; Materials science; Environmental science; Architectural engineering; Engineering; Composite material; Geology; Geography; Greenhouse gas; Mathematics; Archaeology; Ecology; Biology; Oceanography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002269483,0.0005289446,0.0007110109,0.0002178104,0.0001016373,0.00008568173,0.0002351258,0.0002694212,0.00002675543],"category_scores_gemma":[0.00003014991,0.0005054627,0.00004304365,0.0000657394,0.00007942143,0.00003173963,0.0002513067,0.0003024072,0.00002276869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002297827,"about_ca_system_score_gemma":0.0004435903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005104348,"about_ca_topic_score_gemma":0.0003949992,"domain_scores_codex":[0.9977627,0.0000124733,0.0006774557,0.0004957279,0.0005702351,0.0004814055],"domain_scores_gemma":[0.9990473,0.0000805337,0.0001289569,0.0004142711,0.000138558,0.0001903303],"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":[0.001719287,0.000006612571,0.00001740589,0.01059484,0.00219948,0.000187208,0.02729827,0.0001275048,0.832823,0.01984711,0.0001381819,0.1050411],"study_design_scores_gemma":[0.0004259089,0.0001325426,0.00008598403,0.006028708,0.00003399075,0.000001082791,0.0002258083,0.00001604802,0.8448882,0.0003476501,0.1466967,0.001117476],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8139237,0.0002815268,0.0007176265,0.00004169111,0.000324345,0.001961997,0.00003853894,0.000570916,0.1821397],"genre_scores_gemma":[0.770561,0.000589516,0.05649638,0.00006836222,0.000277976,0.001260201,0.0001063716,0.000671969,0.1699683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1465585,"threshold_uncertainty_score":0.9997397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01881308405865554,"score_gpt":0.2262513903529724,"score_spread":0.2074383062943169,"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."}}