{"id":"W7071193886","doi":"","title":"Risk of corrosion in concrete structures reinforced with stainless steel and carbon steel investigated","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carbon steel; Corrosion; Reinforced concrete; Carbon fibers; Metallography; Pitting corrosion","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004266422,0.000510923,0.0003205277,0.0007306951,0.0003585544,0.0003838929,0.0003079212,0.000552653,0.0008155063],"category_scores_gemma":[0.0007484301,0.0001965316,0.0004871197,0.0004886949,0.0002736095,0.0002254026,0.000281294,0.0002014132,0.0001814242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074443,"about_ca_system_score_gemma":0.0006235398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07070801,"about_ca_topic_score_gemma":0.074613,"domain_scores_codex":[0.9995273,0.00008549392,0.00002177557,0.00008574443,0.0001771977,0.0001024423],"domain_scores_gemma":[0.9992478,0.0001489014,0.0002320694,0.0000390578,0.0002673544,0.00006496736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001730895,0.0002271225,0.910237,0.00008000625,0.00030376,0.0009298017,0.000520011,0.02207795,0.04638894,0.0006241262,0.0001562871,0.01672407],"study_design_scores_gemma":[0.00001997037,0.002511467,0.9629781,0.0000108906,0.0001344488,0.0004875912,0.0008056458,0.0134792,0.01852183,0.0001592172,0.0008630283,0.00002858099],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994961,0.00004679819,0.000151642,0.000004175355,4.666773e-7,0.000002479007,0.00003977184,0.000002268521,0.0002561657],"genre_scores_gemma":[0.9991805,0.0000498394,0.0001592744,0.000001396627,5.04355e-7,0.000001555371,0.00008044397,0.000001174921,0.0005252374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07070801,"threshold_uncertainty_score":0.1405929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007021978062804155,"score_gpt":0.1931425326440815,"score_spread":0.1861205545812774,"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."}}