{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002022892,0.0007420169,0.0004741494,0.001809375,0.000176791,0.0006132498,0.0005677906,0.0007420693,0.0005734974],"category_scores_gemma":[0.005117379,0.0003300763,0.0002933309,0.0007496968,0.0003482151,0.000733223,0.0003811907,0.0004120743,0.0005653503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006056562,"about_ca_system_score_gemma":0.0006204598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004499576,"about_ca_topic_score_gemma":0.003684135,"domain_scores_codex":[0.9988374,0.0002443132,0.0001096855,0.000128439,0.0006147167,0.00006541626],"domain_scores_gemma":[0.9970201,0.001160871,0.0008625045,0.0001659167,0.0006455432,0.0001450644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000304925,0.0008947894,0.4649018,0.0004050971,0.00008889088,0.0002632235,0.0001353776,0.1875545,0.01267612,0.001083487,0.001401758,0.33029],"study_design_scores_gemma":[0.00002056613,0.0009538051,0.2954351,0.00007889767,0.00008632856,0.0008214297,0.0001699519,0.6787028,0.01960456,0.002641523,0.001419326,0.00006573884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8069289,0.00305028,0.1827946,0.0002164189,0.0000302645,0.0002908873,0.0008163471,0.001115031,0.004757378],"genre_scores_gemma":[0.9776415,0.0008065611,0.01947394,0.000007573812,0.00001567175,0.00004743027,0.0005722151,0.00001791577,0.001417311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004499576,"threshold_uncertainty_score":0.0106982,"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."}}