{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006822984,0.0003899839,0.0005416575,0.0001564275,0.000085249,0.00003820192,0.0001380256,0.0003141364,0.0001091275],"category_scores_gemma":[0.00001301762,0.0003352044,0.0001129681,0.000161343,0.00005242658,0.0001144244,0.00004521087,0.0001614074,0.00002738362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008882811,"about_ca_system_score_gemma":0.000008773175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001140217,"about_ca_topic_score_gemma":0.00002499489,"domain_scores_codex":[0.9982418,0.00006962711,0.0005286179,0.0003842435,0.0002805665,0.0004951151],"domain_scores_gemma":[0.9990568,0.0002566114,0.0001731333,0.0002765486,0.00006650198,0.0001704755],"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":[0.0003200932,0.00009564291,0.00006332369,0.01135427,0.00004858684,0.000006053637,0.0005762686,0.001269781,0.9852244,0.000004935179,0.0005742072,0.0004624393],"study_design_scores_gemma":[0.001811057,0.0006485347,0.00008733167,0.0001935022,0.00007097012,0.000002658212,0.00003148558,0.004264121,0.9872549,0.00003123387,0.005251951,0.0003523154],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868203,0.006552214,0.000140849,0.00001467204,0.001353001,0.002500619,0.000233831,0.0001601644,0.002224335],"genre_scores_gemma":[0.9948575,0.003940693,0.0002157692,0.0000256539,0.0001339872,0.00006418336,0.0001105131,0.0000881969,0.0005635426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01116076,"threshold_uncertainty_score":0.99991,"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."}}