{"id":"W4385824642","doi":"10.1016/j.cemconres.2023.107287","title":"Chloride profiles – What do they tell us and how should they be used?","year":2023,"lang":"en","type":"article","venue":"Cement and Concrete Research","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Chloride; Corrosion; Reinforcement; Service life; Reinforced concrete; Path (computing); Computer science; Materials science; Composite material; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01036549,0.001698785,0.002255846,0.003441723,0.001674882,0.01037258,0.004065664,0.008076131,0.005354871],"category_scores_gemma":[0.05336301,0.001713596,0.001228641,0.003294615,0.006145869,0.0300109,0.003420036,0.004784876,0.005147459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003371136,"about_ca_system_score_gemma":0.003844945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01663312,"about_ca_topic_score_gemma":0.0167984,"domain_scores_codex":[0.991649,0.003492321,0.0008423381,0.0008732142,0.002710787,0.0004322542],"domain_scores_gemma":[0.9726244,0.009282514,0.004651329,0.003815246,0.008675931,0.0009506562],"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":[0.001182372,0.0005263718,0.148351,0.00684693,0.0006537431,0.002590918,0.014366,0.01920279,0.02115694,0.1119108,0.04623061,0.6269815],"study_design_scores_gemma":[0.000149763,0.001071004,0.07368839,0.00781142,0.0006409311,0.005518591,0.03937094,0.02508967,0.0421766,0.374506,0.4284432,0.001533554],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2439616,0.04843757,0.3599495,0.1783812,0.003308429,0.0007721009,0.008560759,0.004166372,0.1524626],"genre_scores_gemma":[0.8178944,0.03391499,0.1171555,0.01203389,0.0005599083,0.0004012091,0.001920294,0.001295944,0.01482377],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01663312,"threshold_uncertainty_score":0.05481857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234589239839637,"score_gpt":0.3362599404343561,"score_spread":0.2128010164503924,"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."}}