{"id":"W2969644615","doi":"10.22215/etd/2007-07559","title":"A novel approach for practical modelling of steel corrosion in concrete","year":2007,"lang":"en","type":"dissertation","venue":"","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Canadian Heritage","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Engineering; Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004258062,0.0002351696,0.0004484873,0.0001843497,0.00001869777,0.00001413912,0.00009939924,0.000453032,0.00004247078],"category_scores_gemma":[0.0001084393,0.0002321581,0.0001428552,0.0001710606,0.00001633448,0.00008140983,0.000009816462,0.000347941,0.000001669467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007933041,"about_ca_system_score_gemma":0.0000850936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004472137,"about_ca_topic_score_gemma":0.00007679094,"domain_scores_codex":[0.9986607,0.00001024606,0.0005927297,0.0002831244,0.0002094164,0.0002438276],"domain_scores_gemma":[0.9991674,0.0002999712,0.00008826376,0.0002359124,0.0001364756,0.00007198998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002911536,0.0001375661,0.0001850817,0.01061681,0.00004710017,0.000004588891,0.003370512,0.2673207,0.6924579,0.01606015,0.001439142,0.005448916],"study_design_scores_gemma":[0.0006779256,0.00003738506,0.00004675308,0.00009662497,0.00002793899,0.000002007267,0.0009733362,0.9777639,0.01983317,0.00003805824,0.0002449705,0.0002579112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06449372,0.0001345928,0.9110914,0.000003396178,0.0003896019,0.0007974828,0.00003461271,0.000112208,0.02294291],"genre_scores_gemma":[0.8091404,0.00005861862,0.1878111,0.00001787584,0.0000532623,0.0001008743,0.001079328,0.00008152417,0.001657037],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7446467,"threshold_uncertainty_score":0.9467133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06166201382493257,"score_gpt":0.3091550198105056,"score_spread":0.2474930059855731,"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."}}