{"id":"W3025641312","doi":"10.1149/ma2020-01141012mtgabs","title":"Transient Potential Induced Dissolution of Metal Biporlar Plates Used in Proton Exchange Membrane Fuel Cell","year":2020,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Dissolution; Corrosion; Proton exchange membrane fuel cell; Oxide; Polarization (electrochemistry); Transient (computer programming); Coating; Metal; Composite material; Chemical engineering; Metallurgy; Membrane; Chemistry","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":[0.0001290606,0.0002752437,0.0002140414,0.0002051582,0.0001449815,0.0002565029,0.0003632028,0.0003402501,0.0005114996],"category_scores_gemma":[0.0002942227,0.000204373,0.0001931463,0.0002498607,0.0001758032,0.0003043253,0.0001908332,0.0003523635,0.000172681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002067705,"about_ca_system_score_gemma":0.0001193858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007996472,"about_ca_topic_score_gemma":0.001060389,"domain_scores_codex":[0.9998171,0.00001683543,0.00001162347,0.00003605501,0.00009192369,0.00002650884],"domain_scores_gemma":[0.9998705,0.00002023957,0.00003694581,0.00001053623,0.00004806062,0.00001374183],"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":[0.00007532334,0.000009038081,0.0002631448,0.0000913636,0.000006510264,0.0001280541,0.00002822703,0.000118822,0.9971551,0.00003428949,0.00004623855,0.002043905],"study_design_scores_gemma":[0.000002941413,0.0001520749,0.001304121,0.000003275603,0.00000706056,0.00007582475,0.00002870078,0.0006337833,0.9973862,0.000009664549,0.0003932603,0.000003153985],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951004,0.001127937,0.002656583,0.00006228313,0.00003547463,0.00001813645,0.0001418123,0.00004729199,0.0008100519],"genre_scores_gemma":[0.997182,0.0004947748,0.001448131,0.00001898246,0.000004791185,0.00001100911,0.0001087548,0.0000102464,0.0007213613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007996472,"threshold_uncertainty_score":0.00171113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01579081468413471,"score_gpt":0.2028845030684661,"score_spread":0.1870936883843314,"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."}}