{"id":"W4256111363","doi":"10.1149/ma2006-02/1/1","title":"Oxidation Resistant Indium Tin Oxide Catalyst Support for Proton Exchange Membrane Fuel Cells","year":2006,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Proton exchange membrane fuel cell; Catalysis; Indium tin oxide; Oxide; Indium; Tin; Materials science; Membrane; Fuel cells; Proton; Chemical engineering; Inorganic chemistry; Chemistry; Nanotechnology; Metallurgy; Organic chemistry; Thin film; Engineering; Physics; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0006151621,0.0002352479,0.0002516478,0.0001071854,0.0000922065,0.00009643758,0.0001336404,0.0002258947,0.00005933631],"category_scores_gemma":[0.00003768296,0.0002287019,0.00007277044,0.0001056028,0.00002175764,0.0001195646,0.00002146246,0.0001389815,0.0001412283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007482942,"about_ca_system_score_gemma":0.00002411079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003086332,"about_ca_topic_score_gemma":0.00004424016,"domain_scores_codex":[0.9985275,0.00001821329,0.0005587213,0.0002580986,0.0001964938,0.0004409799],"domain_scores_gemma":[0.999397,0.00008287661,0.0001643684,0.0002198822,0.00005720533,0.00007871621],"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":[0.00003030452,0.00003548066,0.00001244906,0.00383209,0.00001884379,0.00001943482,0.00009838041,0.0896996,0.903141,0.000001163876,0.003099418,0.00001188257],"study_design_scores_gemma":[0.0004388233,0.00003407793,0.0003761466,0.0001257276,0.000035566,0.000004811578,0.00002348331,0.0005145298,0.9287627,0.00007901531,0.06933306,0.0002720377],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8181906,0.0006047797,0.000007028399,0.0000460236,0.0008952311,0.001107668,0.00006486779,0.0004424542,0.1786413],"genre_scores_gemma":[0.9953409,0.0001577245,0.00191038,0.00001402254,0.0003869058,0.000159035,0.0003126293,0.00008997046,0.001628401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1771503,"threshold_uncertainty_score":0.9326193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008649609653431619,"score_gpt":0.2035554996520216,"score_spread":0.19490588999859,"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."}}