{"id":"W3009640395","doi":"10.3390/ma13051166","title":"Field Validation of Concrete Transport Property Measurement Methods","year":2020,"lang":"en","type":"article","venue":"Materials","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"King Fahd University of Petroleum and Minerals","keywords":"Field (mathematics); Property (philosophy); Materials science; Geotechnical engineering; Engineering; Mathematics","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":[0.008089731,0.001290726,0.0004817271,0.001871298,0.001024622,0.0008371166,0.001939665,0.001668251,0.002819796],"category_scores_gemma":[0.005669449,0.0003489955,0.0005384358,0.001318485,0.0008000794,0.0009370691,0.0009269587,0.0009513856,0.001840505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092098,"about_ca_system_score_gemma":0.001450649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004765427,"about_ca_topic_score_gemma":0.007035964,"domain_scores_codex":[0.9949664,0.0009310009,0.0003977173,0.00117349,0.002276466,0.0002549048],"domain_scores_gemma":[0.993898,0.0007563137,0.0005183047,0.001195673,0.003478709,0.0001530174],"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":[0.0009310581,0.002956958,0.05654187,0.0009272721,0.0001564576,0.0002637419,0.0008475294,0.02048834,0.7231066,0.002495893,0.003067723,0.1882166],"study_design_scores_gemma":[0.0003330415,0.00477908,0.07081275,0.000242915,0.0001878701,0.0004955039,0.0006372288,0.1117332,0.7797444,0.00121711,0.02964209,0.0001747391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4544407,0.0005082534,0.5241145,0.0002524955,0.0003218195,0.003195782,0.004320298,0.003235356,0.009610726],"genre_scores_gemma":[0.7293686,0.0003810652,0.2602609,0.0001614406,0.00004861417,0.003113911,0.002707516,0.0002509188,0.003707034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008089731,"threshold_uncertainty_score":0.04278314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06835351759592426,"score_gpt":0.2742410393841603,"score_spread":0.205887521788236,"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."}}