{"id":"W4394750731","doi":"10.14359/51740374","title":"Chemical Detection of Expansion Susceptibility of Concrete","year":2024,"lang":"en","type":"article","venue":"ACI Materials Journal","topic":"Concrete Properties and Behavior","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Federal Highway Administration; North Carolina Department of Transportation; U.S. Department of Transportation","keywords":"Materials science; Composite material; Structural engineering; Forensic engineering; Geotechnical engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002559413,0.0003419104,0.0001711599,0.001273528,0.0002651226,0.0002921718,0.0002646249,0.0004078545,0.0074041],"category_scores_gemma":[0.0004784388,0.0002370582,0.0002559513,0.0004858516,0.0002111448,0.0002676856,0.0002933863,0.0004383115,0.001274658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000247679,"about_ca_system_score_gemma":0.0002592354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001920562,"about_ca_topic_score_gemma":0.004925592,"domain_scores_codex":[0.9995373,0.00003378887,0.000021676,0.00007702713,0.0002626091,0.00006753725],"domain_scores_gemma":[0.9995552,0.0000741542,0.00008920231,0.00003139309,0.0002093592,0.00004069668],"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":[0.0001528288,0.00004214808,0.01126498,0.0001284442,0.00002402208,0.0001103323,0.00007622119,0.000501993,0.9728175,0.0001895263,0.0003998239,0.01429221],"study_design_scores_gemma":[0.000008791866,0.0006957284,0.07570729,0.00004907742,0.00005598556,0.0003098208,0.0002912263,0.002465558,0.9112558,0.0002026054,0.00893632,0.00002175937],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9600107,0.00215504,0.01008268,0.0001367316,0.0001392718,0.0001688818,0.001940352,0.0002771954,0.02508919],"genre_scores_gemma":[0.9614301,0.001280059,0.008524009,0.00009226012,0.00002462926,0.0001019665,0.00112327,0.00005524018,0.02736856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0074041,"threshold_uncertainty_score":0.02476913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01275135437971842,"score_gpt":0.2237278810475032,"score_spread":0.2109765266677848,"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."}}