{"id":"W1994179277","doi":"10.1016/s0261-3069(01)00051-6","title":"Atmospheric corrosivity modeling — a review","year":2002,"lang":"en","type":"review","venue":"Materials & Design (1980-2015)","topic":"Wind and Air Flow Studies","field":"Environmental Science","cited_by":134,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Corrosion; Aerosol; Deposition (geology); Atmosphere (unit); Environmental science; Meteorology; Pollutant; Atmospheric sciences; Diffusion; Environmental engineering; Metallurgy; Chemistry; Materials science; Geology; Geography; Physics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006874753,0.001656819,0.001605221,0.001828785,0.0002388178,0.001047646,0.001818386,0.001134426,0.00263752],"category_scores_gemma":[0.001372333,0.0005853371,0.001059939,0.002560579,0.0004323167,0.00157961,0.0008136407,0.0007240991,0.001189318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006902441,"about_ca_system_score_gemma":0.001525708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005238501,"about_ca_topic_score_gemma":0.004759711,"domain_scores_codex":[0.9997178,0.00003819588,0.00003115947,0.00008137442,0.0001155334,0.00001609074],"domain_scores_gemma":[0.9994667,0.0002418507,0.00006015108,0.00004059454,0.000177356,0.00001321867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004013174,0.0001057445,0.0008340909,0.01158209,0.0001130902,0.00007430627,0.00003831501,0.02536933,0.001539815,0.007151641,0.02046775,0.9326836],"study_design_scores_gemma":[0.00002433791,0.0002077564,0.002230765,0.01020276,0.0007532102,0.0005833738,0.0001770417,0.03713708,0.00965258,0.01565199,0.9232438,0.000135225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001596404,0.9745691,0.0172252,0.0003995544,0.0006149086,0.00002506127,0.0002204289,0.0001528298,0.005196386],"genre_scores_gemma":[0.01498224,0.9732443,0.008137695,0.0002417257,0.0004788918,0.00003935421,0.0002693145,0.00005124402,0.002555217],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005238501,"threshold_uncertainty_score":0.01041603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06631883397029326,"score_gpt":0.2959184612376822,"score_spread":0.229599627267389,"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."}}