{"id":"W4380930280","doi":"10.1016/j.cemconres.2023.107234","title":"LC3 with microencapsulated phase change materials for reducing embodied and operational carbon","year":2023,"lang":"en","type":"article","venue":"Cement and Concrete Research","topic":"Phase Change Materials Research","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Materials science; Isothermal process; Phase-change material; Composite number; Composite material; Carbon fibers; Porosity; Compressive strength; Calorimetry; Portland cement; Scanning electron microscope; Metakaolin; Latent heat; Cement; Thermal; Thermodynamics","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":[0.001341462,0.0001316191,0.0001920659,0.0002836478,0.0001800182,0.0002182779,0.00009241706,0.00006041809,0.00007856421],"category_scores_gemma":[0.00004940299,0.0001145028,0.000009525236,0.0002631101,0.0001129668,0.0001070004,0.0001094026,0.00009785241,0.00000817887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006774351,"about_ca_system_score_gemma":0.00003522177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000120556,"about_ca_topic_score_gemma":0.000005061558,"domain_scores_codex":[0.9985321,0.00007979909,0.0001620136,0.0002648518,0.0003989442,0.0005623571],"domain_scores_gemma":[0.9994144,0.0001071747,0.00001118014,0.0001399827,0.0001941894,0.0001330236],"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":[0.0002132435,0.00000299511,0.00001813932,0.0003454022,0.00005047286,0.00001755945,0.0007546938,0.000003748169,0.9957647,0.0001446162,0.0009668181,0.001717559],"study_design_scores_gemma":[0.00433979,0.0007315486,0.0001194169,0.0002034824,0.00001512631,0.00001371165,0.0004566803,0.03382876,0.9560026,0.00009873848,0.003888601,0.0003015439],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971767,0.0005299491,0.000009079655,0.0003213268,0.00009460477,0.001161725,0.0001462908,0.0001162526,0.000444041],"genre_scores_gemma":[0.9975849,0.0007830501,0.0000659213,0.00001247388,0.0002794756,0.0008348768,0.0002263926,0.00004153762,0.0001714217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03976215,"threshold_uncertainty_score":0.4669288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1737210784312649,"score_gpt":0.3853082267320228,"score_spread":0.2115871483007579,"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."}}