{"id":"W4405939880","doi":"10.1007/978-3-031-61507-8_7","title":"Mechanical Properties of Basalt Fibre Reinforced Concrete: Effect of Fibre Dosage","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Materials science; Basalt; Composite material; Geology; Geochemistry","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"],"consensus_categories":[],"category_scores_codex":[0.0004124316,0.0008290636,0.00162084,0.0006446042,0.00001863718,0.00002419565,0.0004162938,0.0008709149,0.0003016135],"category_scores_gemma":[0.0005727008,0.0007658613,0.0002616129,0.0002464431,0.00006825374,0.0001136263,0.0001826827,0.0007635915,0.000006021116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002075186,"about_ca_system_score_gemma":0.0000674857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000122216,"about_ca_topic_score_gemma":0.000005600292,"domain_scores_codex":[0.9975538,0.00002464955,0.001209865,0.0003544642,0.0003958531,0.0004613185],"domain_scores_gemma":[0.9984673,0.0005204856,0.0002259014,0.0005993582,0.000132431,0.00005449428],"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":[0.0001070656,2.969114e-7,0.000001626954,0.01207064,0.000352766,0.00001888975,0.0001200432,0.2902698,0.6883651,0.007584927,0.00006833159,0.001040572],"study_design_scores_gemma":[0.0006780749,0.0002208365,9.091837e-7,0.006863117,0.00009378025,0.000006044441,6.42052e-7,0.08517887,0.9044852,0.00005825859,0.001793841,0.0006203695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09417096,0.02659552,0.5039229,0.0001779945,0.01181268,0.0134332,0.00135721,0.004631341,0.3438982],"genre_scores_gemma":[0.9970024,0.0001956108,0.0006156742,0.00001931953,0.00017336,0.00005298006,0.00008482546,0.0001938677,0.001661993],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9028314,"threshold_uncertainty_score":0.9994792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007594470258876356,"score_gpt":0.1971747245495554,"score_spread":0.189580254290679,"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."}}