{"id":"W4411108430","doi":"10.1007/978-3-031-92777-5_25","title":"Impact of Varying Proportions of Slag on the Thermal and Mechanical Performance of Hempcrete","year":2025,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Slag (welding); Materials science; Metallurgy; Thermal; Environmental science; Geography; Meteorology","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":[0.0003373834,0.0002508558,0.0003291524,0.000271811,0.0004036604,0.000847464,0.0004016899,0.0003730035,0.006027094],"category_scores_gemma":[0.0007086486,0.0001970223,0.0002491147,0.0004147486,0.0004299991,0.0004685592,0.0004279664,0.000366973,0.0006871318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003445349,"about_ca_system_score_gemma":0.00027049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002203856,"about_ca_topic_score_gemma":0.004009632,"domain_scores_codex":[0.9997199,0.00004970606,0.00001133053,0.00003867673,0.00009808631,0.00008228318],"domain_scores_gemma":[0.9996493,0.0002047572,0.00002772454,0.0000180564,0.00005788759,0.00004216873],"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":[0.008555278,0.0001823037,0.003106047,0.0002611685,0.00006561176,0.0004293515,0.000192962,0.006992947,0.9589013,0.0004969628,0.0004187206,0.02039726],"study_design_scores_gemma":[0.00004718061,0.001700449,0.01250212,0.00003091024,0.00006650487,0.00009365123,0.0002750553,0.003316419,0.9780015,0.0001733948,0.003775223,0.00001758653],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916931,0.0008505226,0.0004840042,0.00003467221,0.00003957335,0.00000671316,0.0002111856,0.00003317114,0.006647002],"genre_scores_gemma":[0.9946398,0.0003017042,0.0002663309,0.00004102802,0.00000666076,0.000003496076,0.0001643207,0.00004391191,0.004532797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006027094,"threshold_uncertainty_score":0.02016264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0170431153233454,"score_gpt":0.2159875977653384,"score_spread":0.1989444824419929,"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."}}