{"id":"W6991918623","doi":"","title":"Innovative Membrane Electrode Assemblies For Polymer Electrolyte Membrane Fuel Cells","year":2015,"lang":"en","type":"dissertation","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Windsor","keywords":"Coating; Phase (matter); Layer (electronics); Catalysis; Sodium dodecylbenzenesulfonate","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003104388,0.0007380451,0.0004331223,0.000544412,0.00043605,0.0009100565,0.0009886638,0.001335762,0.002559789],"category_scores_gemma":[0.0002570246,0.0003580999,0.0004589383,0.000339805,0.0001340794,0.001536616,0.0004195753,0.0009394998,0.002565456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004550959,"about_ca_system_score_gemma":0.000124377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001474201,"about_ca_topic_score_gemma":0.0003806315,"domain_scores_codex":[0.9996686,0.00002898185,0.00002165575,0.00009403669,0.0001502453,0.00003637406],"domain_scores_gemma":[0.9999193,0.00001318134,0.00001337138,0.000009134001,0.00003601848,0.000009048307],"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":[0.00003325646,0.00004589211,0.00009083649,0.000338946,0.0000211665,0.0001660698,0.00004595062,0.0003122303,0.9704315,0.002820394,0.001168134,0.02452565],"study_design_scores_gemma":[0.000009830071,0.0001030009,0.0002192668,0.00002182051,0.00002202696,0.0002792738,0.00001890067,0.001563408,0.9451681,0.0003172941,0.0522652,0.0000119744],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3790556,0.105722,0.4299831,0.002782916,0.005603827,0.0007218039,0.002631873,0.006131148,0.06736778],"genre_scores_gemma":[0.7011886,0.03044529,0.2164562,0.001055025,0.0006173216,0.000537716,0.001975022,0.0002880905,0.0474367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002559789,"threshold_uncertainty_score":0.00856334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271324114039506,"score_gpt":0.2224852704916623,"score_spread":0.2097720293512673,"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."}}