{"id":"W4404657348","doi":"10.1016/j.cscm.2024.e04014","title":"Frost durability of cementitious materials: What’s next?","year":2024,"lang":"en","type":"article","venue":"Case Studies in Construction Materials","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Durability; Cementitious; Frost (temperature); Forensic engineering; Materials science; Composite material; Geotechnical engineering; Engineering; Cement","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000669167,0.0001990554,0.0004690164,0.0002086789,0.00005277212,0.0004636216,0.00008355353,0.00008182158,0.002587073],"category_scores_gemma":[0.00007660822,0.0001892813,0.00004103021,0.0002155235,0.0003358057,0.000861195,0.0001124193,0.00006310898,0.00005991441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001417606,"about_ca_system_score_gemma":0.00002543826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004934858,"about_ca_topic_score_gemma":0.00001835922,"domain_scores_codex":[0.9984333,0.0001314511,0.0007230354,0.0002643699,0.0001663229,0.0002815481],"domain_scores_gemma":[0.9994654,0.0001156777,0.00004159311,0.0002509342,0.00009067071,0.00003569684],"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":[0.00003597902,0.000006717366,0.00001427023,0.002682564,0.0001807095,0.0007982649,0.0006185659,0.00002753215,0.9893416,0.000999775,0.0004313005,0.004862709],"study_design_scores_gemma":[0.000305585,0.00004068304,0.00001797796,0.0005379755,0.00003771889,0.001135936,0.006732275,0.0000370773,0.9887311,0.0009820058,0.001225375,0.000216287],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818772,0.004702091,0.00002966498,0.00003440792,0.01242614,0.0003493383,0.0002233795,0.0001974692,0.0001603026],"genre_scores_gemma":[0.9906144,0.008741163,0.0001720701,0.000007117636,0.0002771288,0.0001111988,0.00002812502,0.00002823713,0.00002060362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01214901,"threshold_uncertainty_score":0.9983247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05539506647809738,"score_gpt":0.3308610547312049,"score_spread":0.2754659882531075,"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."}}