{"id":"W2115909708","doi":"10.6000/1929-6002.2013.02.01.4","title":"Investigation of Different Carbon Materials with Different Coating Methods as Micro Porous Layer for Proton Exchange Membrane Fuel Cells","year":2013,"lang":"en","type":"article","venue":"Journal of Technology Innovations in Renewable Energy","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Council","keywords":"Proton exchange membrane fuel cell; Materials science; Dielectric spectroscopy; Membrane electrode assembly; Carbon fibers; Coating; Membrane; Polarization (electrochemistry); Chemical engineering; Porosity; Layer (electronics); Electrochemistry; Composite material; Electrode; Fuel cells; Chemistry; Electrolyte; Composite number","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000311239,0.0002217225,0.0005711998,0.001006243,0.00003246255,0.0000286852,0.0002146189,0.0003688304,0.00005629711],"category_scores_gemma":[0.00005158503,0.0001600845,0.00003549266,0.0006340001,0.0000838089,0.0001130599,0.00004289717,0.0001584811,2.581777e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001091345,"about_ca_system_score_gemma":0.00003700224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003698001,"about_ca_topic_score_gemma":0.00004899381,"domain_scores_codex":[0.9984035,0.0000549014,0.001020848,0.0001367995,0.000131124,0.0002528429],"domain_scores_gemma":[0.9987401,0.00007500339,0.0005861322,0.0002092057,0.000356861,0.00003264939],"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":[0.00002617972,0.00003811714,0.0002101764,0.0009130647,0.00009612803,0.000003108954,0.00007742026,0.009870986,0.9880297,0.0002064881,0.00009125831,0.00043736],"study_design_scores_gemma":[0.0008113397,0.0003032245,0.00006003467,0.0003070292,0.00003640451,0.00004133483,0.0001123196,0.0006338356,0.9886616,0.008418558,0.0004489644,0.0001653023],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953378,0.0006365044,0.002325363,0.000258567,0.0005912703,0.0004542923,0.000006628399,0.00006534302,0.0003242438],"genre_scores_gemma":[0.9741077,0.0008137397,0.02448441,0.00002612564,0.00007175546,0.000292074,0.0000135291,0.00004933331,0.0001413659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02215905,"threshold_uncertainty_score":0.6528057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371300799442596,"score_gpt":0.2391193699696617,"score_spread":0.2254063619752357,"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."}}