{"id":"W7020797305","doi":"","title":"Maximum likelihood estimation for parameters of chloride induced corrosion of concrete bridges","year":2016,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chloride; Corrosion; Diffusion; Service life; Maximum likelihood; Dissolution; Penetration (warfare); Hydrogen chloride","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.002291382,0.0007004233,0.0006038736,0.0005800591,0.0002389906,0.0008688883,0.0008353032,0.001056548,0.0008695522],"category_scores_gemma":[0.01125568,0.0007274065,0.0009167604,0.0004258736,0.0004790755,0.0007508622,0.000493127,0.001015983,0.0003438114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007666631,"about_ca_system_score_gemma":0.0007941489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0112213,"about_ca_topic_score_gemma":0.007363239,"domain_scores_codex":[0.9994816,0.0002206056,0.00002302159,0.0001531183,0.00006946365,0.00005217623],"domain_scores_gemma":[0.9965153,0.002812063,0.0002779167,0.0001505744,0.0002041174,0.00004007655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001296744,0.00005776613,0.01198443,0.0000714904,0.00008852284,0.00008487509,0.0001138593,0.9532614,0.006432149,0.001511734,0.0002545472,0.02600963],"study_design_scores_gemma":[0.00001042206,0.00003657957,0.009458953,0.00001196878,0.00001102855,0.00002775353,0.00002146614,0.9878966,0.001656795,0.0006991285,0.0001459352,0.00002333392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.4872312,0.0003434906,0.5103396,0.00014495,0.000009425453,0.00007682438,0.0004187297,0.0004528787,0.0009828683],"genre_scores_gemma":[0.959188,0.0001484149,0.03834966,0.00001923428,0.000005981275,0.00008838643,0.001025698,0.00006470413,0.001110056],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0112213,"threshold_uncertainty_score":0.02231193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03153987939758489,"score_gpt":0.2936023717267747,"score_spread":0.2620624923291898,"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."}}