{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004689725,0.00007524924,0.0001979337,0.00001059249,0.00001052333,0.000009249696,0.00007140984,0.00004376525,0.001326969],"category_scores_gemma":[0.0001186864,0.00005416409,0.00003388403,0.00004910116,0.000009628161,0.00004516482,0.000009368365,0.00002801371,0.00001253127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001557825,"about_ca_system_score_gemma":0.00001147443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001943454,"about_ca_topic_score_gemma":4.158058e-7,"domain_scores_codex":[0.9993585,0.00007090696,0.0002699417,0.0000964245,0.0001255204,0.00007875002],"domain_scores_gemma":[0.9997346,0.00002173415,0.0000255979,0.0001165075,0.00005268197,0.00004882727],"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":[0.00003894307,5.825738e-7,0.00007098761,0.0001867733,0.000006389016,4.084102e-7,0.000276837,0.00003826657,0.9975005,0.00001901826,0.0002808252,0.001580462],"study_design_scores_gemma":[0.0001415761,0.00005174614,0.0002039601,0.0000156416,0.00001319243,2.785521e-7,0.00001655825,0.0002955786,0.9943273,0.00001684729,0.004843739,0.00007358794],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9529971,0.00005789302,0.04376249,0.0003850671,0.0004702014,0.00027931,0.00002234974,0.0002051901,0.001820433],"genre_scores_gemma":[0.9960231,0.000007652948,0.00375845,0.0001297763,0.00004383049,0.00001280577,0.00000593814,0.00001019487,0.000008297997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04302599,"threshold_uncertainty_score":0.9995859,"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."}}