{"id":"W7065469476","doi":"","title":"Electrochemical reactions between iron sulfide minerals and their implications for concrete durability","year":2021,"lang":"en","type":"article","venue":"Research Repository (Delft University of Technology)","topic":"Radiation Detection and Scintillator Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada; Canadian Light Source; Université Laval","keywords":"Pyrrhotite; Pyrite; Iron sulfide; Sulfuric acid; Corrosion; Electrochemistry; Sulfide; Sulfide minerals","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002103654,0.00008673861,0.0001951053,0.0002550351,0.0005026509,0.00001981375,0.0002278545,0.0001673398,0.00001342206],"category_scores_gemma":[0.0001248979,0.00009363115,0.0000895277,0.0005398397,0.0005611909,0.00008928009,0.0001351403,0.0003393736,0.000001483026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007509349,"about_ca_system_score_gemma":0.0001235781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006462402,"about_ca_topic_score_gemma":0.000002783869,"domain_scores_codex":[0.999145,0.00005838114,0.0001586631,0.000324312,0.00007315518,0.0002405107],"domain_scores_gemma":[0.9986857,0.0002533623,0.00008672542,0.0004284059,0.0004815885,0.0000641808],"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":[0.00001462351,0.00002002657,0.05084042,0.00002166556,0.00007567471,5.400616e-7,0.00003541773,0.000002440376,0.9289092,0.01592635,0.0006534756,0.003500132],"study_design_scores_gemma":[0.0005670529,0.000128337,0.02092501,0.00002141817,0.00002798648,0.00001233732,0.00394092,0.0002568249,0.9139984,0.01525244,0.04469061,0.0001787088],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909136,0.0001067108,0.002854382,0.004247216,0.00001692077,0.0002229085,0.00004091842,0.0001447364,0.001452617],"genre_scores_gemma":[0.9968425,0.00002622125,0.001621737,0.000001567932,0.0000329721,0.000005062959,0.000008444514,0.000006221575,0.001455295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04403713,"threshold_uncertainty_score":0.3866035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02804336041132973,"score_gpt":0.2860690702777688,"score_spread":0.2580257098664391,"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."}}