{"id":"W4213246943","doi":"10.3390/su14042078","title":"Zero-Cement Concrete Resistance to External Sulfate Attack: A Critical Review and Future Needs","year":2022,"lang":"en","type":"review","venue":"Sustainability","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sulfate; Cement; Durability; Fineness; Curing (chemistry); Materials science; Composite material; Forensic engineering; Metallurgy; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001561279,0.00055822,0.001796245,0.0001981226,0.0001825906,0.0001414966,0.0004971827,0.0001704626,0.003024212],"category_scores_gemma":[0.0006099624,0.0005129047,0.0002877199,0.0006670554,0.0001123139,0.000108397,0.0005795739,0.0006545323,0.00002500029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652041,"about_ca_system_score_gemma":0.0004384684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001136756,"about_ca_topic_score_gemma":0.000002213023,"domain_scores_codex":[0.99663,0.0005581048,0.0008629641,0.0005950733,0.0005302808,0.0008235487],"domain_scores_gemma":[0.9981112,0.0002934864,0.00006114228,0.0009227663,0.0002496176,0.0003617517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000024854,0.000006208252,0.000002519355,0.5551327,0.00008433028,0.00008468274,0.0001047709,6.837635e-7,0.000002438096,0.001557776,0.01172908,0.4312699],"study_design_scores_gemma":[0.0001019229,0.00006748395,0.000003607267,0.003731722,0.0004470013,0.00001132896,0.00008152526,0.000001374924,0.000001655327,0.000190088,0.9948804,0.0004818643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001156066,0.9947592,0.00007426798,0.0008525507,0.0003899017,0.002805385,0.0001781405,0.0001530925,0.0006718404],"genre_scores_gemma":[0.00006324959,0.9970526,0.00007691921,0.0001500274,0.0003098446,0.001350636,0.00006009145,0.0000845489,0.000852059],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9831513,"threshold_uncertainty_score":0.9997323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03735903242309736,"score_gpt":0.3535591552324721,"score_spread":0.3162001228093747,"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."}}