{"id":"W7062466531","doi":"","title":"USE OF RECYCLED SAND AND EXPANSIVE AGENTS FOR THE PRODUCTION OF MORE DURABLE AND SUSTAINABLE CEMENT-BASED MATERIALS","year":2025,"lang":"en","type":"other","venue":"ORBi (University of Liège)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mitacs","keywords":"Production (economics); Expansive; Sustainability; Raw material; Sustainable production","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001383499,0.0008710925,0.0005881231,0.001189262,0.0008925965,0.002669585,0.001096677,0.00418316,0.03402818],"category_scores_gemma":[0.002634928,0.0003389547,0.0005503648,0.0005081817,0.0007226584,0.0013947,0.0005360163,0.003083908,0.01209455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087761,"about_ca_system_score_gemma":0.001372823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002040028,"about_ca_topic_score_gemma":0.007560467,"domain_scores_codex":[0.9989779,0.00008571463,0.00005303173,0.0001168757,0.0006843357,0.00008223607],"domain_scores_gemma":[0.997595,0.00049719,0.0001570072,0.0000898749,0.001329107,0.0003318748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002636673,0.00001166796,0.00001032088,0.0002357297,0.000004222439,0.00005800965,0.000005665708,0.00003567959,0.0007742406,0.001411589,0.9807469,0.01667961],"study_design_scores_gemma":[0.000008140769,0.00001210519,0.00006319558,0.00005238808,0.000003167796,0.00002198213,0.000005882524,0.00002902286,0.0004339814,0.0002946168,0.9990727,0.000002788503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0004133056,0.03111176,0.0007219856,0.03593722,0.8381953,0.0001237143,0.0004184572,0.0001483438,0.09292997],"genre_scores_gemma":[0.005803346,0.04107053,0.0009481711,0.01783775,0.4293186,0.00006344458,0.0003915709,0.0001780807,0.5043885],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03402818,"threshold_uncertainty_score":0.1138356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01710519278289365,"score_gpt":0.2368442661405558,"score_spread":0.2197390733576621,"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."}}