{"id":"W2287368102","doi":"10.1007/s11242-016-0648-4","title":"In-Plane Effective Diffusivity in PEMFC Gas Diffusion Layers","year":2016,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Tortuosity; Thermal diffusivity; Materials science; Compression (physics); Gaseous diffusion; Diffusion; Composite material; Porosity; Porous medium; Percolation (cognitive psychology); Mechanics; Thermodynamics; Electrode; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002324571,0.000283836,0.0001947346,0.0003162011,0.0003531776,0.0008317505,0.0002969435,0.0003711908,0.001533713],"category_scores_gemma":[0.0005350961,0.0002425351,0.00011455,0.0002416543,0.0004336315,0.00105827,0.0002035556,0.000413509,0.0002234978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007876644,"about_ca_system_score_gemma":0.0002439638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002438399,"about_ca_topic_score_gemma":0.001458025,"domain_scores_codex":[0.999943,0.00001196464,0.00000262704,0.00001404007,0.00001318905,0.00001508174],"domain_scores_gemma":[0.9998857,0.00005121371,0.00001805506,0.000006391298,0.00002896474,0.000009785043],"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":[0.0007819411,0.0003047336,0.004938543,0.0004782888,0.00005650367,0.0007005341,0.0004177101,0.1369779,0.7125467,0.1219542,0.002017305,0.01882567],"study_design_scores_gemma":[0.00003429156,0.00008869708,0.003593083,0.00004398385,0.00003266037,0.0002262835,0.0002547452,0.503316,0.4833055,0.005154291,0.003913129,0.00003739695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628299,0.002942489,0.0216949,0.000373506,0.00005753608,0.00002107076,0.0002876705,0.00006674945,0.01172615],"genre_scores_gemma":[0.9923778,0.0009165576,0.001853762,0.00001755996,0.00001184238,0.00001005168,0.000130154,0.00001992886,0.004662323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002438399,"threshold_uncertainty_score":0.005714893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003922786893557413,"score_gpt":0.1852606783534858,"score_spread":0.1813378914599284,"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."}}