{"id":"W2728936417","doi":"10.3390/coatings7070090","title":"Concrete Damage in Field Conditions and Protective Sealer and Coating Systems","year":2017,"lang":"en","type":"article","venue":"Coatings","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"George Brown College","funders":"","keywords":"Spall; Durability; Cracking; Materials science; Coating; Delamination (geology); Shrinkage; Service life; Corrosion; Composite material; Rust (programming language); Structural engineering; Computer science; Engineering; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001863049,0.00008684699,0.0001418334,0.00003015037,0.0002011806,0.000145816,0.00006778909,0.00006203671,0.00001900443],"category_scores_gemma":[0.0004938783,0.00008858262,0.00001173505,0.00002387166,0.0000764486,0.0001608091,0.00006815311,0.0001660524,0.000003287784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001874057,"about_ca_system_score_gemma":0.000007368777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002720196,"about_ca_topic_score_gemma":0.00008733149,"domain_scores_codex":[0.9995146,0.00002217025,0.0001407899,0.0001429716,0.00005399651,0.0001254144],"domain_scores_gemma":[0.9994845,0.0001806692,0.00004587492,0.0002010555,0.00002933925,0.00005860049],"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":[0.00004731309,0.000005948938,0.4346843,0.001639903,0.00002450792,0.00005582218,0.009611826,0.0002155692,0.5391319,0.004660708,0.002286204,0.007635962],"study_design_scores_gemma":[0.00335531,0.0002534485,0.6884235,0.001253893,0.00003749259,0.00005731729,0.004395491,0.2706493,0.02702059,0.0009712632,0.002484361,0.001097973],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936911,0.0001149194,0.0003386711,0.0001207853,0.0001107383,0.0003175119,0.00001228976,0.00008073294,0.005213292],"genre_scores_gemma":[0.9997072,0.00001240616,0.00007531788,0.00003826247,0.00002549353,0.00005261546,0.000001972415,0.000009779724,0.00007699749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5121113,"threshold_uncertainty_score":0.3612294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01443975789434103,"score_gpt":0.2493240160632983,"score_spread":0.2348842581689573,"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."}}