{"id":"W2107496076","doi":"10.1016/j.msea.2007.06.050","title":"High surface area mechanically alloyed Pt-based catalyst","year":2007,"lang":"en","type":"article","venue":"Materials Science and Engineering A","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Dalhousie University","funders":"","keywords":"Catalysis; Materials science; Microstructure; Platinum; Alloy; Ball mill; Chemical engineering; Proton exchange membrane fuel cell; BET theory; Electrolyte; Metallurgy; Specific surface area; Composite material; Electrode; Chemistry; 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":[],"consensus_categories":[],"category_scores_codex":[0.00174571,0.0001725535,0.0002008732,0.0001601696,0.0001409811,0.0001150142,0.0003105598,0.00007368356,0.00005981674],"category_scores_gemma":[0.0001935399,0.0001569463,0.00002213208,0.0005145556,0.00009228627,0.0002299192,0.0000815883,0.00005951856,0.00003053167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001623954,"about_ca_system_score_gemma":0.0000888619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001326425,"about_ca_topic_score_gemma":0.00009172834,"domain_scores_codex":[0.9983596,0.000008030146,0.0002321845,0.0003537002,0.000501393,0.0005450886],"domain_scores_gemma":[0.9993042,0.00005111062,0.00004798152,0.0002887491,0.0001351088,0.0001728395],"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":[0.00002152358,0.00001028476,0.000006959318,0.00001787051,0.00000532171,0.00001336294,0.00002445737,0.01100728,0.9831049,0.005578968,0.0000260181,0.0001829835],"study_design_scores_gemma":[0.0002465259,0.00005433053,0.000389929,0.00002582945,0.00001061389,0.00001019632,0.00001014431,0.002336412,0.995433,0.00004848478,0.001229291,0.0002051925],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957862,0.00002240134,0.003083885,0.0001020227,0.0005335145,0.00005611955,0.000001673686,0.0002265224,0.0001876334],"genre_scores_gemma":[0.996744,0.000004476584,0.002992818,0.00009688505,0.00005786678,0.000002981202,0.00001444466,0.00002241285,0.00006414239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01232808,"threshold_uncertainty_score":0.6400084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006177534842578749,"score_gpt":0.1900207878118871,"score_spread":0.1838432529693084,"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."}}