{"id":"W6991638164","doi":"","title":"Hydrophobic concrete fails NRC-IRC test in severe conditions","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Concrete Properties and Behavior","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reinforcement; Cracking; Corrosion; Shrinkage; Reinforced concrete","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00004676068,0.000124764,0.0001576527,0.00006408057,0.00006359397,0.00001963098,0.000111827,0.00006962899,0.001826541],"category_scores_gemma":[0.00002497258,0.000121884,0.00004752166,0.000145914,0.00005895452,0.0001430797,0.00002462144,0.0001769475,0.0002864096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009275574,"about_ca_system_score_gemma":0.00002879161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003564939,"about_ca_topic_score_gemma":0.00001962094,"domain_scores_codex":[0.9992836,0.000009577792,0.0001772516,0.0001328748,0.0001413006,0.0002553645],"domain_scores_gemma":[0.9996541,0.00004771902,0.00001227819,0.0001837987,0.00003068394,0.00007142786],"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":[0.000005238053,0.000007664353,0.008746752,0.00003698373,0.00001193022,0.0001838812,0.0005550948,0.0004227379,0.9724566,0.00006980854,0.01579082,0.001712483],"study_design_scores_gemma":[0.01097981,0.0009844669,0.1681674,0.0007246848,0.0002161777,0.002329713,0.001767578,0.1425444,0.3831948,0.00153871,0.2821422,0.005410112],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965874,0.0001067865,0.00001158045,0.00009656839,0.0001326986,0.0001406988,0.00003584571,0.0002074986,0.03339433],"genre_scores_gemma":[0.9986624,0.00009634202,0.0002753627,0.00006991679,0.00005798242,0.00004536019,0.00001199434,0.00002854963,0.0007521324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5892618,"threshold_uncertainty_score":0.9990859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509124867249768,"score_gpt":0.2048370540013586,"score_spread":0.1897458053288609,"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."}}