{"id":"W6997055565","doi":"","title":"Université Laval: Laboratory Analysis Services in support of Geological Survey Ireland’s \"Irish Construction Materials\" Projects: Concrete Products","year":2025,"lang":"en","type":"book","venue":"Ulster University Research Portal (Ulster University)","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aggregate (composite); Government (linguistics); Mica; Northern ireland; Mortar","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01063004,0.002274532,0.00198645,0.004188047,0.002167256,0.007881507,0.004873842,0.001677178,0.1406322],"category_scores_gemma":[0.007556998,0.001584865,0.001205766,0.00240136,0.002709263,0.00277807,0.005434582,0.002723377,0.07129113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008637569,"about_ca_system_score_gemma":0.02329057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08684626,"about_ca_topic_score_gemma":0.1014037,"domain_scores_codex":[0.985683,0.001549608,0.0005309941,0.003750948,0.007284672,0.001200701],"domain_scores_gemma":[0.9852824,0.001303875,0.001392954,0.001828267,0.008357374,0.001835119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00189367,0.0006368785,0.03547753,0.002619755,0.0002449487,0.0008422516,0.001107787,0.001141977,0.06282987,0.007794162,0.6827275,0.2026837],"study_design_scores_gemma":[0.0001656817,0.0003518861,0.01426977,0.0003809185,0.00004393199,0.0004101754,0.0005172563,0.00109333,0.01698668,0.0006920172,0.9650033,0.0000852428],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05641627,0.02335373,0.06073866,0.0308768,0.007999459,0.005138861,0.2957113,0.05267701,0.4670879],"genre_scores_gemma":[0.1690934,0.008634176,0.1313174,0.006338544,0.001109844,0.003372299,0.1328347,0.008363516,0.5389361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1406322,"threshold_uncertainty_score":0.4704615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231615793680683,"score_gpt":0.2377716394427948,"score_spread":0.2146100600747265,"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."}}