{"id":"W2103064301","doi":"10.1002/fuce.200700037","title":"Polyamide/Polystyrene Blend Compatibilisation by Montmorillonite Nanoclay and its Effect on Macroporosity of Gas Diffusion Layers for Proton Exchange Membrane Fuel Cells","year":2007,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Materials science; Polystyrene; Proton exchange membrane fuel cell; Porosity; Polymer; Composite material; Polyamide; Chemical engineering; Membrane; Gaseous diffusion; Polymer chemistry; Fuel cells; 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":[0.0001691925,0.0003274931,0.0001968861,0.0001724419,0.00017008,0.0003253164,0.0001324901,0.000261418,0.0008477169],"category_scores_gemma":[0.0003085195,0.0001580997,0.0001781515,0.00009873023,0.0001729979,0.0002825535,0.0001981921,0.0002802925,0.0002250354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002171089,"about_ca_system_score_gemma":0.0001638136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006564141,"about_ca_topic_score_gemma":0.001272465,"domain_scores_codex":[0.9998887,0.00001952767,0.00001024541,0.00002313816,0.00003120131,0.00002722478],"domain_scores_gemma":[0.9998096,0.00004992779,0.00005859376,0.00001691291,0.00002770179,0.00003728629],"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":[0.00003663296,0.000008071273,0.00003591071,0.00001121681,0.00000216833,0.00001489934,0.000006710364,0.0000555286,0.9993159,0.00002199002,0.000005951821,0.0004850564],"study_design_scores_gemma":[0.000003237824,0.00005619717,0.0002480051,0.000001009861,0.000005282411,0.0000215889,0.000003255504,0.0002918917,0.9991353,0.000003805384,0.0002288959,0.000001684124],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997595,0.000458908,0.001365074,0.00003174653,0.0000111169,0.000006692813,0.00003256829,0.00004546505,0.0004534567],"genre_scores_gemma":[0.9984056,0.0001934928,0.0008733463,0.000007902983,0.000004452684,0.000004062652,0.00003208663,0.00001927058,0.000459922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008477169,"threshold_uncertainty_score":0.002835929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006152144078460132,"score_gpt":0.2079986807234582,"score_spread":0.2018465366449981,"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."}}