{"id":"W2356084636","doi":"","title":"Requirement and test method of concrete frost resistance in various countries","year":2005,"lang":"en","type":"article","venue":"Concrete","topic":"Civil and Geotechnical Engineering Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Frost (temperature); Resistance (ecology); Cold climate; Environmental science; Climate change; Physical geography; Geography; Climatology; Forensic engineering; Meteorology; Engineering; Geology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003960663,0.0001187429,0.0002402569,0.00008105076,0.00001870376,0.00001806348,0.0001183857,0.00008248687,0.00005766946],"category_scores_gemma":[0.0002432816,0.0001209214,0.00002543993,0.0001629711,0.00007855744,0.00008072513,0.00004709659,0.0001915484,0.00001020267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006341689,"about_ca_system_score_gemma":0.00001823018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000304528,"about_ca_topic_score_gemma":0.00006274547,"domain_scores_codex":[0.99914,0.00001584658,0.0002645566,0.0001527112,0.0001717154,0.0002551631],"domain_scores_gemma":[0.9991692,0.0004965179,0.0000200694,0.0002039305,0.00003856216,0.0000717122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004035264,0.00001161313,0.0107395,0.004862366,0.0003389905,0.0002223546,0.004483894,0.0404785,0.8177395,0.05945526,0.01714651,0.04411796],"study_design_scores_gemma":[0.004090702,0.0002848677,0.01520597,0.0009746418,0.00005376637,0.00002756152,0.00008459116,0.2516329,0.1328267,0.001109656,0.5924414,0.001267198],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8036965,0.05889191,0.09095468,0.004371065,0.0005399957,0.001831699,0.0005148925,0.001559667,0.03763958],"genre_scores_gemma":[0.9827453,0.0006034448,0.01621536,0.00004081429,0.00005159536,0.00002083219,0.000003867454,0.00002388286,0.0002949319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6849128,"threshold_uncertainty_score":0.493103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00986752359791793,"score_gpt":0.2558438555021155,"score_spread":0.2459763319041975,"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."}}