{"id":"W2020408883","doi":"10.1021/la403399y","title":"Synthesis and Characterization of Diverse Pt Nanostructures in Nafion","year":2014,"lang":"en","type":"article","venue":"Langmuir","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Ballard Power Systems","keywords":"Characterization (materials science); Nafion; Nanostructure; Nanotechnology; Chemical engineering; Materials science; Chemistry; Electrochemistry; Physical chemistry; Electrode; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000175294,0.0002769901,0.0001843444,0.0003031678,0.0002424151,0.0002639626,0.0002337851,0.00030404,0.0004041516],"category_scores_gemma":[0.0003590483,0.0001643781,0.0001210421,0.0002104799,0.0001565826,0.000288993,0.0001339926,0.0002247813,0.0001445162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002691097,"about_ca_system_score_gemma":0.00009952358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000859885,"about_ca_topic_score_gemma":0.001111591,"domain_scores_codex":[0.9998925,0.000008054655,0.00001562525,0.00003559145,0.00003985852,0.000008450083],"domain_scores_gemma":[0.9998835,0.00002467763,0.00003060473,0.00001232702,0.00003764353,0.00001117027],"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":[0.000007237283,0.000001651248,0.00005789791,0.00001513258,0.000001042935,0.0000243346,0.00001346172,0.00003987348,0.9993269,0.00001634033,0.000006690616,0.0004893523],"study_design_scores_gemma":[0.000001909915,0.00003933278,0.0009480785,0.000003264366,0.000005226082,0.0001053682,0.00001305058,0.0004946402,0.997637,0.00001839237,0.0007308779,0.000002807933],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765113,0.001925441,0.01819742,0.0001015857,0.0000235701,0.00009895297,0.0005997055,0.0001530526,0.002388948],"genre_scores_gemma":[0.9722253,0.001373275,0.02393679,0.00003849765,0.000007336427,0.00008470329,0.0006471013,0.00004565766,0.001641315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000859885,"threshold_uncertainty_score":0.001952589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00318767448582041,"score_gpt":0.1580515009191476,"score_spread":0.1548638264333272,"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."}}