{"id":"W3144224629","doi":"10.21203/rs.3.rs-305948/v1","title":"Numerical study of heat and mass transfer of a wall containing micro-encapsulated phase change concrete (PCC)","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Phase Change Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Building envelope; Ceiling (cloud); Phase change; Work (physics); Envelope (radar); Thermal; Environmental science; Materials science; Heat transfer; Energy consumption; Phase-change material; Thermal mass; Composite number; Mass transfer; Structural engineering; Mechanics; Meteorology; Engineering; Mechanical engineering; Composite material; Aerospace engineering; Physics; Engineering physics","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":[0.0001895084,0.0002988751,0.0003963275,0.0002159622,0.0003652187,0.0004587165,0.0003985579,0.0007377407,0.001488788],"category_scores_gemma":[0.0004185201,0.0001612952,0.0003500416,0.0002447676,0.0004278675,0.0002381799,0.000249797,0.000302911,0.0001273691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003817791,"about_ca_system_score_gemma":0.0003315308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009335627,"about_ca_topic_score_gemma":0.004279366,"domain_scores_codex":[0.9999341,0.00001461865,0.000003308452,0.00001470689,0.00001570867,0.00001756006],"domain_scores_gemma":[0.9997907,0.000121638,0.00002792511,0.00001490245,0.00002678094,0.00001799109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001387021,0.00009053541,0.004507152,0.00008027414,0.00002135585,0.0003124292,0.00007569171,0.9633799,0.02842189,0.0006151432,0.0001074337,0.002249612],"study_design_scores_gemma":[0.00002240912,0.0001148643,0.002860749,0.000006826331,0.000009972173,0.00003500878,0.00006898888,0.9891538,0.007452089,0.00009613435,0.0001704212,0.000008709056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940149,0.00004604079,0.003914009,0.0000360611,0.00001255016,0.00001417605,0.0001045373,0.0000433827,0.001814235],"genre_scores_gemma":[0.9980938,0.00002381062,0.001190257,0.00000336608,0.000001713032,0.000008472904,0.00003564029,0.000005191161,0.0006378509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009335627,"threshold_uncertainty_score":0.01856261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1510378058538548,"score_gpt":0.4059940659089179,"score_spread":0.2549562600550631,"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."}}