{"id":"W4366416651","doi":"10.1002/bbb.2501","title":"Production of bio‐based concrete water reducers from renewable resources: a review","year":2023,"lang":"en","type":"review","venue":"Biofuels Bioproducts and Biorefining","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Agriculture and Agri-Food Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Durability; Cement; Environmental science; Renewable resource; Properties of concrete; Renewable energy; Construction industry; Waste management; Construction engineering; Materials science; Engineering; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005315393,0.0009819954,0.001215479,0.002727019,0.0002398151,0.0008857428,0.000621209,0.0007692401,0.003066453],"category_scores_gemma":[0.0005353255,0.0004300466,0.0006392204,0.003230248,0.0002676134,0.001107058,0.0005246361,0.0009080055,0.001853324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003557283,"about_ca_system_score_gemma":0.00087773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008700254,"about_ca_topic_score_gemma":0.001273571,"domain_scores_codex":[0.9997932,0.00002040826,0.00002748191,0.00004751533,0.00008807077,0.00002330287],"domain_scores_gemma":[0.9997229,0.0001114295,0.00006144305,0.000008952892,0.00007093254,0.00002434619],"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":[0.00008863356,0.000199581,0.000251373,0.06831209,0.0001779989,0.0003385287,0.0001126764,0.001157199,0.01469346,0.005586257,0.01628527,0.8927969],"study_design_scores_gemma":[0.0000120945,0.0002135234,0.0008747482,0.004519993,0.000188025,0.0006808668,0.00007108631,0.0001874646,0.004195817,0.0009608173,0.9880679,0.00002755655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007850354,0.9967494,0.0003649507,0.0001180542,0.0001399949,0.00001079944,0.0000510708,0.00001383889,0.001766843],"genre_scores_gemma":[0.001923581,0.996829,0.0003814274,0.00006034902,0.00005528903,0.000008917906,0.00005274795,0.000002702933,0.0006859786],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003066453,"threshold_uncertainty_score":0.01025832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0524817778727454,"score_gpt":0.2903724506520108,"score_spread":0.2378906727792654,"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."}}