{"id":"W6990592724","doi":"","title":"Durability of concrete structures: prevention, evaluation, inspection, repair and prediction","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Durability; Carbonation; Service life; Corrosion; Reinforced concrete; Preventive maintenance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004782078,0.0001001286,0.0001429959,0.00005138743,0.00006487901,0.000009823933,0.00004655167,0.00007691955,0.0003107697],"category_scores_gemma":[0.0002184284,0.00009951879,0.00006345559,0.0001574897,0.0001003662,0.0001371501,0.00001757634,0.00009848038,0.000002327839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001332091,"about_ca_system_score_gemma":0.00006010452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001030319,"about_ca_topic_score_gemma":0.0000215481,"domain_scores_codex":[0.9990845,0.00005364453,0.000327609,0.0001945485,0.0002370576,0.0001026707],"domain_scores_gemma":[0.9993603,0.00003179283,0.00004159468,0.0002765339,0.0002264233,0.00006337371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000263377,0.00005825672,0.1101521,0.001463148,0.0002323106,0.000002334536,0.006305743,0.02513565,0.7913101,0.03038241,0.005820526,0.02887404],"study_design_scores_gemma":[0.003760054,0.0003561013,0.5672365,0.0001216373,0.0001799318,0.00003816082,0.0005428126,0.06764203,0.07007367,0.2882661,0.001343269,0.0004396632],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929067,0.0001428977,0.002859076,0.00006318289,0.0002878735,0.0003651443,0.00001922781,0.000528042,0.002827832],"genre_scores_gemma":[0.9981987,0.00004371012,0.001641723,0.00001019136,0.0000447247,0.00002582537,0.00001387681,0.00001025855,0.00001098862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7212365,"threshold_uncertainty_score":0.4058259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435660147343125,"score_gpt":0.2424138732104242,"score_spread":0.2280572717369929,"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."}}