{"id":"W4391424913","doi":"10.1007/978-3-031-35471-7_58","title":"Nano-Modified Concrete Incorporating Phase Change Material Under Cold Temperature","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Phase Change Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; Manitoba Beekeepers' Association; Concordia Hospital; Research Manitoba","funders":"","keywords":"Materials science; Nano-; Phase change; Phase-change material; Composite material; Engineering physics; Engineering","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003033504,0.001110147,0.001027062,0.0008952384,0.00005634633,0.0003744503,0.000457198,0.001354024,0.0005601801],"category_scores_gemma":[0.00006732412,0.001166413,0.0001853084,0.0002452304,0.00006348981,0.0002044639,0.0002345241,0.001707851,0.0001102861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006599885,"about_ca_system_score_gemma":0.00005610243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002862942,"about_ca_topic_score_gemma":0.0002371273,"domain_scores_codex":[0.997131,0.00001752166,0.0006996655,0.0007401103,0.0005396238,0.000872046],"domain_scores_gemma":[0.9988129,0.0002118989,0.00007854473,0.0006146574,0.00006872717,0.0002132858],"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":[0.00004870797,0.00000623656,2.896754e-7,0.002909552,0.0002422419,0.0006357182,0.0003502751,0.07422478,0.9127996,0.008062654,0.0001915482,0.0005284238],"study_design_scores_gemma":[0.004080343,0.0004206638,0.000002285703,0.01109049,0.0003052501,0.0002374298,0.000009129129,0.2181964,0.7014883,0.01325867,0.04502281,0.005888267],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1973475,0.1274855,0.07898325,0.002742697,0.1241126,0.02820658,0.02605491,0.03727413,0.3777928],"genre_scores_gemma":[0.9911162,0.0003547053,0.0004481208,0.0001094895,0.004256426,0.0003279017,0.0006024228,0.0008712034,0.001913475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7937688,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03375693063365591,"score_gpt":0.2645720431788235,"score_spread":0.2308151125451676,"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."}}