{"id":"W2315531681","doi":"10.1021/am300002j","title":"Mesoporous Nanostructured Nb-Doped Titanium Dioxide Microsphere Catalyst Supports for PEM Fuel Cell Electrodes","year":2012,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council","funders":"Centre National de la Recherche Scientifique","keywords":"Materials science; Mesoporous material; Proton exchange membrane fuel cell; Electrocatalyst; Chemical engineering; Cyclic voltammetry; Electrolyte; Cathode; Electrochemistry; Titanium dioxide; Catalysis; Electrode; Inorganic chemistry; Composite material; Fuel cells; Organic 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":[0.0005183948,0.0006633078,0.0007825033,0.0001056947,0.0002181032,0.0001762035,0.0006810607,0.0003749058,0.0009020218],"category_scores_gemma":[0.00003725428,0.000604253,0.00007785802,0.0001826574,0.0001150457,0.0004056477,0.0002476882,0.0001622656,0.0003898708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002881736,"about_ca_system_score_gemma":0.00008837008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001038629,"about_ca_topic_score_gemma":0.0004856946,"domain_scores_codex":[0.996716,0.00005301426,0.0007676817,0.0007120331,0.0003898595,0.001361378],"domain_scores_gemma":[0.9983344,0.00008784735,0.0004689383,0.0007662063,0.0001528872,0.0001897394],"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":[0.0006066456,0.000100646,0.00003510789,0.0002806754,0.0001626228,0.000003528001,0.0005339496,0.00001862752,0.9893515,0.003692634,0.004917576,0.00029656],"study_design_scores_gemma":[0.001054104,0.0001386875,0.00006776661,0.00001994093,0.0002002683,0.00003859361,0.0002669828,2.290645e-7,0.9844427,0.001137233,0.01195412,0.0006793769],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988758,0.001335379,0.00006068765,0.00007892246,0.001542081,0.0006578146,0.00006388305,0.0003423379,0.007160863],"genre_scores_gemma":[0.9941081,0.0001109271,0.001243695,0.0002069775,0.0006008429,0.0002607861,0.0006716631,0.0002054271,0.002591518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007036546,"threshold_uncertainty_score":0.9996409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006131375903999855,"score_gpt":0.2135014478039918,"score_spread":0.207370071899992,"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."}}