{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001146558,0.00008821056,0.0002246305,0.0001382924,0.00007486731,0.00001076846,0.0000953724,0.00004228346,0.0196971],"category_scores_gemma":[0.000006095455,0.0000832579,0.00003349765,0.00008437361,0.0001447298,0.0000199072,0.0001220542,0.00003122309,1.999724e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004428481,"about_ca_system_score_gemma":0.00009863906,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02766541,"about_ca_topic_score_gemma":0.00008122447,"domain_scores_codex":[0.9994777,0.00003523966,0.00008966536,0.0001645894,0.0001152432,0.0001175138],"domain_scores_gemma":[0.9993393,0.00007862015,0.0002075377,0.0001955053,0.0001569495,0.00002211345],"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":[0.0008270788,0.0003714033,0.007262249,0.004548417,0.0008267814,0.000003814391,0.0008661237,0.000008689098,0.03068996,0.009045103,0.9082927,0.03725769],"study_design_scores_gemma":[0.004859703,0.0005013102,0.01299014,0.001422925,0.0009535658,2.146415e-7,0.02913804,0.0003365204,0.0403516,0.0002966841,0.9086381,0.0005112229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6681241,0.001135458,0.01630347,0.01947039,0.0007875123,0.01647272,0.003750785,0.00008138585,0.2738741],"genre_scores_gemma":[0.09512771,0.0001071106,0.0005476061,0.000005802177,0.00002149377,0.00000328477,0.00004213386,0.00001783502,0.904127],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6302529,"threshold_uncertainty_score":0.981199,"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."}}