{"id":"W6990755774","doi":"","title":"Electrocatalysis for direct methanol fuel cells: preparation, characterization, requirements for commercialization","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commercialization; Electrocatalyst; Methanol; Fuel cells; Alcohol fuel","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001244257,0.0003648035,0.0007226311,0.0007436327,0.001029698,0.001097868,0.0006957979,0.001263463,0.01744116],"category_scores_gemma":[0.003841423,0.0003362831,0.0003269204,0.0005153718,0.0003104139,0.001612039,0.0003932105,0.0008275187,0.01087431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004012281,"about_ca_system_score_gemma":0.001084516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005115753,"about_ca_topic_score_gemma":0.001764915,"domain_scores_codex":[0.998607,0.0001411422,0.00008718729,0.0001173944,0.000968417,0.00007896338],"domain_scores_gemma":[0.9953641,0.0005428463,0.0001799736,0.0003241234,0.003438872,0.0001500284],"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":[0.0003693429,0.0003097503,0.002879852,0.001233878,0.00002855105,0.0004094335,0.0001766297,0.0001478239,0.7795884,0.001292035,0.02228351,0.1912808],"study_design_scores_gemma":[0.00005023785,0.0004679332,0.009050459,0.00007454614,0.00003970281,0.0008461081,0.0002360056,0.0009995895,0.8761364,0.0006383806,0.111422,0.00003865257],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7442527,0.01864305,0.04698478,0.01771237,0.006133526,0.002050766,0.002885523,0.001866236,0.1594711],"genre_scores_gemma":[0.6855921,0.00996716,0.04031817,0.00100688,0.001343355,0.0005545121,0.006169436,0.0007189147,0.2543294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01744116,"threshold_uncertainty_score":0.05834645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02434426197555393,"score_gpt":0.2665074325546491,"score_spread":0.2421631705790952,"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."}}