{"id":"W4380050732","doi":"10.31031/rdms.2022.18.000935","title":"Elucidating Chemo-Mechanical Synthesis and Microstructural Study on the Performance of Partial Cement-Based Concrete Composites Against Sulphate Attack – A Review","year":2022,"lang":"en","type":"review","venue":"Research & Development in Material Science","topic":"Innovative concrete reinforcement materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civil engineering; Cement; Quarter (Canadian coin); Engineering; Terrace (agriculture); Archaeology; Materials science; Composite material; History","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":[0.0003201994,0.000820993,0.0008673845,0.001639884,0.0002303892,0.0006188148,0.0005019294,0.0006732185,0.001946784],"category_scores_gemma":[0.0003084818,0.0003764566,0.0006980637,0.001143992,0.0002535465,0.0007921201,0.0003135319,0.0005250541,0.0008103734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002609568,"about_ca_system_score_gemma":0.0006780489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009782736,"about_ca_topic_score_gemma":0.001365267,"domain_scores_codex":[0.9998122,0.00002042426,0.00002862963,0.00004560784,0.00007141512,0.000021789],"domain_scores_gemma":[0.9997936,0.00006846642,0.00006028304,0.00001013138,0.00005507705,0.00001244813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002144998,0.0005503787,0.001268222,0.0888702,0.0003924357,0.0008498482,0.0003996842,0.004558084,0.2856773,0.004802153,0.008774138,0.6036431],"study_design_scores_gemma":[0.00002439493,0.001823723,0.007515652,0.003449421,0.000739461,0.002365116,0.0003025926,0.002033651,0.1877391,0.001373933,0.7925169,0.0001161057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01869969,0.9736096,0.001908983,0.0001932265,0.0001569661,0.00004025357,0.000188077,0.00003839089,0.005164661],"genre_scores_gemma":[0.03564119,0.9588018,0.002210682,0.0001546361,0.0001432933,0.00004094809,0.0002126087,0.00001185812,0.002782924],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001946784,"threshold_uncertainty_score":0.006512642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1262064117625489,"score_gpt":0.3751014234985086,"score_spread":0.2488950117359596,"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."}}