{"id":"W3186422785","doi":"10.21809/rilemtechlett.2021.138","title":"Concrete damage due to oxidation of pyrrhotite-bearing aggregate: a review","year":2021,"lang":"en","type":"review","venue":"RILEM Technical Letters","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pyrrhotite; Aggregate (composite); Reactivity (psychology); Geology; Mineral; Sulfate; Mineralogy; Materials science; Geochemistry; Metallurgy; Composite material; Pyrite","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005379652,0.0003984257,0.001888877,0.000193711,0.00003330083,0.00003829613,0.0003666678,0.0002596151,0.0002050448],"category_scores_gemma":[0.0002612864,0.0003502287,0.0006206709,0.0006521331,0.00003133583,0.00009269078,0.0001190923,0.0007746464,0.0001275448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001484093,"about_ca_system_score_gemma":0.00003084002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007265267,"about_ca_topic_score_gemma":0.000001598083,"domain_scores_codex":[0.9979302,0.0001489082,0.0009766346,0.0003787838,0.0002819107,0.0002835396],"domain_scores_gemma":[0.9988329,0.0001699762,0.000226162,0.0005917226,0.00003373814,0.0001455227],"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":[9.073593e-7,0.000005145504,1.822129e-7,0.06256927,0.0001253636,0.00008248435,0.000003727615,0.00001499618,0.01946725,0.0002045564,0.01689363,0.9006325],"study_design_scores_gemma":[0.00003905191,0.00001027307,0.000001877245,0.07944045,0.0003206195,0.00008543213,6.549336e-7,0.0000109664,0.0002085302,5.934959e-7,0.9195431,0.000338479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003654952,0.994454,0.002907533,0.0002296769,0.0003429918,0.0007632101,0.00002777963,0.0003602984,0.0008779952],"genre_scores_gemma":[0.0000416894,0.9955791,0.00298147,0.0008424414,0.0001497314,0.00008964977,0.0001955707,0.00008033546,0.00004002278],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9026495,"threshold_uncertainty_score":0.999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02951711369316071,"score_gpt":0.3037358966104968,"score_spread":0.274218782917336,"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."}}