{"id":"W2088816779","doi":"10.1016/j.jpowsour.2009.02.029","title":"Effect of substrate material on the corrosion of TiN-coated stainless steels in simulated anode and cathode environments of proton exchange membrane fuel cells","year":2009,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tin; Corrosion; Materials science; Anode; Metallurgy; Proton exchange membrane fuel cell; Coating; Cathode; Substrate (aquarium); Composite material; Electrode; Membrane; Chemistry","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":[0.0007551368,0.0001685523,0.0004934017,0.0001341584,0.00001439432,0.00001415491,0.0001366196,0.0001363675,0.00007884104],"category_scores_gemma":[0.00001398152,0.0001023271,0.00005949853,0.00009286016,0.00005695721,0.00005821081,0.00001755189,0.0001474598,7.411756e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000210132,"about_ca_system_score_gemma":0.000006676546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001084319,"about_ca_topic_score_gemma":5.559086e-7,"domain_scores_codex":[0.9986989,0.0001827095,0.0006436494,0.00008262153,0.0002345133,0.0001575853],"domain_scores_gemma":[0.9992518,0.0001190836,0.0004398208,0.0001223834,0.00002513982,0.00004175221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007557868,0.00007127642,0.0002151532,0.001155977,0.00002670842,0.00001948067,0.00143186,0.03438592,0.9618821,0.000001195539,0.000007040473,0.00004749509],"study_design_scores_gemma":[0.001201738,0.001403771,0.0008223781,0.000450835,0.00004182987,0.000008290105,0.00007611376,0.000436398,0.9953827,0.00001705152,0.00006992332,0.00008891549],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983056,0.0007855147,0.00000444873,0.00001131628,0.0002363884,0.0004057146,0.00002379532,0.000005812397,0.0002214401],"genre_scores_gemma":[0.9988511,0.001071311,0.0000141285,0.000004963426,0.00002041263,0.000001167552,0.000001730795,0.0000182213,0.00001691514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03394952,"threshold_uncertainty_score":0.4172777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004657673891565403,"score_gpt":0.1990822567649319,"score_spread":0.1944245828733665,"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."}}