{"id":"W4283221169","doi":"10.1016/j.conbuildmat.2022.128157","title":"Lateritic soils based geopolymer materials: A review","year":2022,"lang":"en","type":"review","venue":"Construction and Building Materials","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":101,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Laterite; Geopolymer; Durability; Alkali soil; Materials science; Soil water; Waste management; Environmental science; Metallurgy; Compressive strength; Composite material; Engineering; Nickel; Soil science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000805207,0.000597243,0.00210273,0.0003104232,0.0002020891,0.0004083273,0.000291825,0.0002335626,0.03215093],"category_scores_gemma":[0.00005395032,0.0005488616,0.0001665756,0.0002484325,0.0001261967,0.00014158,0.0001953238,0.0001936796,0.00008079265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001267127,"about_ca_system_score_gemma":0.0001139341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002008588,"about_ca_topic_score_gemma":2.752054e-7,"domain_scores_codex":[0.9971496,0.0004456883,0.001090001,0.0004928965,0.000307187,0.000514626],"domain_scores_gemma":[0.9990813,0.0001093274,0.0002070194,0.0004415518,0.00002635793,0.000134464],"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":[0.000009266205,0.00000740908,1.381133e-7,0.2099868,0.0001844274,0.00002627211,0.000005959855,7.297071e-7,0.04799647,0.0003566722,0.001360813,0.740065],"study_design_scores_gemma":[0.0001819332,0.00002248998,1.043289e-7,0.02002469,0.000490943,0.0002194171,0.000005176987,0.000002127081,0.0346234,0.00002432023,0.943846,0.0005593935],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002372444,0.9919543,0.00002954094,0.00001826341,0.003358447,0.001021038,0.0006336621,0.0003795229,0.0002327885],"genre_scores_gemma":[0.0000972456,0.9978412,0.0003059888,0.00008327622,0.0003515783,0.0006600644,0.0004832946,0.000133671,0.00004372704],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9424852,"threshold_uncertainty_score":0.9996963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04441553013830744,"score_gpt":0.3127151261842475,"score_spread":0.2682995960459401,"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."}}