{"id":"W2316005528","doi":"10.1016/j.conbuildmat.2016.03.087","title":"Self-healing at early-age, a way to improve the chloride resistance of blast-furnace slag cementitious materials","year":2016,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Microbial Applications in Construction Materials","field":"Environmental Science","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Ground granulated blast-furnace slag; Durability; Materials science; Cementitious; Chloride; Mortar; Shrinkage; Cracking; Composite material; Metallurgy; Penetration (warfare); Cement; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007338488,0.0002209581,0.0003350429,0.00006751688,0.0003674158,0.0001517962,0.0002802614,0.00009928217,0.003959425],"category_scores_gemma":[0.00008323396,0.0001489295,0.00003618571,0.0001789247,0.0005239521,0.0002075074,0.0004320677,0.00003278062,0.0002047476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002055993,"about_ca_system_score_gemma":0.00001067511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001148681,"about_ca_topic_score_gemma":0.00003511409,"domain_scores_codex":[0.9981183,0.0001374268,0.0006987932,0.0004977693,0.0002279443,0.0003197334],"domain_scores_gemma":[0.9988867,0.00008783634,0.00042618,0.0004609633,0.00003801455,0.0001003008],"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":[0.0001252275,0.00001013347,0.000274962,0.0000456841,0.00001978612,8.225767e-7,0.0001182355,0.000001448608,0.9940133,0.003657629,0.0004494097,0.001283351],"study_design_scores_gemma":[0.0004116173,0.00002424111,0.001205957,0.0000775088,0.00003065126,0.00004632278,0.00003251686,1.341315e-7,0.9735857,0.00195681,0.02243178,0.0001967155],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946939,0.000008797001,0.001606755,0.0006150312,0.001688124,0.00068043,0.0002263398,0.00009922969,0.0003813312],"genre_scores_gemma":[0.9758871,0.00008708407,0.0229808,0.00009993571,0.0002066793,0.0001028973,0.000003205142,0.0000263316,0.0006059399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02198237,"threshold_uncertainty_score":0.9969511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006239596284916334,"score_gpt":0.2175456956167252,"score_spread":0.2113060993318088,"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."}}