{"id":"W4386107502","doi":"10.2139/ssrn.4549314","title":"Evaluation of Detrimental Effects in Concrete Specimens Due to the Oxidation of Sulfide Bearing Aggregates after Electrochemical Treatment","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Sulfide; Bearing (navigation); Electrochemistry; Materials science; Corrosion; Metallurgy; Chemistry; Electrode; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.003338135,0.0002742794,0.0004633093,0.0002669716,0.00003072532,0.00002599448,0.000248281,0.0001707195,0.00002205523],"category_scores_gemma":[0.0003239357,0.0002203605,0.0002144178,0.0002768897,0.00003121447,0.0000505732,0.0001211333,0.001238017,0.000009988485],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004330029,"about_ca_system_score_gemma":0.001116748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001353563,"about_ca_topic_score_gemma":0.001566197,"domain_scores_codex":[0.9972431,0.000268309,0.0006213412,0.0002735303,0.0006594199,0.0009343069],"domain_scores_gemma":[0.9989631,0.0002443129,0.0001822413,0.0003447508,0.0001962931,0.00006934185],"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":[0.0004871863,0.0000444685,0.004534376,0.0002389571,0.0007210987,0.000009749546,0.001742259,0.01736489,0.9329737,0.0007833038,0.00001964547,0.04108033],"study_design_scores_gemma":[0.002881966,0.0008602603,0.02045595,0.0007946144,0.0007480924,0.00009863438,0.0006854589,0.03306767,0.9003877,0.03940526,0.00003148565,0.0005828805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905106,0.005637597,0.002455143,0.0001176441,0.0003243374,0.000851697,0.000007203742,0.00004075841,0.0000549574],"genre_scores_gemma":[0.9982544,0.001315201,0.0000910655,0.000005719146,0.0001244977,0.000124905,0.00002256718,0.00004065878,0.00002105067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04049746,"threshold_uncertainty_score":0.9994922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660128089105526,"score_gpt":0.261588962862317,"score_spread":0.2449876819712618,"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."}}