{"id":"W2016047245","doi":"10.1021/ie901711y","title":"Two-Dimensional Property Distributions, Ohmic Losses, and Power Consumption within a Fuel Cell Polymer Electrolyte Membrane","year":2010,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Cathodic protection; Anode; Electrolyte; Cathode; Ohmic contact; Membrane; Materials science; Polymer; Nafion; Mechanics; Analytical Chemistry (journal); Chemistry; Composite material; Electrochemistry; Chromatography; Physics; Physical chemistry; Electrode","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":[0.0001062125,0.0002758624,0.0002768887,0.0002576372,0.0002217157,0.0004938872,0.0002731362,0.0004653537,0.0005349638],"category_scores_gemma":[0.0003457437,0.0002230809,0.0003036449,0.0002647281,0.0003973081,0.0006305363,0.0002231756,0.000256152,0.00009155492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000543175,"about_ca_system_score_gemma":0.0002597797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00226191,"about_ca_topic_score_gemma":0.001105557,"domain_scores_codex":[0.9999378,0.000006430504,0.000003125727,0.00001891996,0.00001897153,0.00001480863],"domain_scores_gemma":[0.999899,0.0000413241,0.00001907973,0.00001436279,0.0000189145,0.000007253203],"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":[0.0002176215,0.0001044845,0.007520412,0.00006113998,0.00003796239,0.0002574485,0.00009363615,0.7762386,0.2098929,0.001496242,0.000080176,0.003999393],"study_design_scores_gemma":[0.00001850114,0.0001293109,0.006895643,0.000002703775,0.00001337593,0.00006457465,0.00005300588,0.9432466,0.04894819,0.0004421179,0.000167414,0.00001854537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920806,0.00003746571,0.006985645,0.00001551597,0.000001306259,0.000006191928,0.00008769552,0.00003292888,0.000752615],"genre_scores_gemma":[0.9987676,0.00004335679,0.0007648116,0.000002575918,6.772663e-7,0.00001388016,0.00004670622,0.000002533465,0.0003578097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00226191,"threshold_uncertainty_score":0.004497528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02322559735948392,"score_gpt":0.2581677820742473,"score_spread":0.2349421847147634,"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."}}