{"id":"W36935590","doi":"10.1080/10826084.2023.2188563","title":"Palladium alloy model systems forunderstanding the surface properties of Pd-based membranes and catalysts","year":2014,"lang":"en","type":"dissertation","venue":"Substance Use & Misuse","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Alcohol Abuse and Alcoholism; Universitat Jaume I","keywords":"Palladium; Membrane; Alloy; Catalysis; Materials science; Chemical engineering; Metallurgy; Chemistry; Engineering; Organic chemistry; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001647307,0.0005288821,0.0007990884,0.0001075666,0.0003879498,0.0006290466,0.001091922,0.0002679021,0.00001718577],"category_scores_gemma":[0.0004291261,0.0003706567,0.00009686172,0.0002832422,0.0005450695,0.0005969416,0.00005710996,0.0001863979,0.0000176455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00016718,"about_ca_system_score_gemma":0.0005017436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005989271,"about_ca_topic_score_gemma":0.001550915,"domain_scores_codex":[0.9965825,0.00011767,0.0008353813,0.0008517315,0.0009761596,0.000636545],"domain_scores_gemma":[0.9971662,0.0002822427,0.0008956118,0.001041267,0.0004755424,0.0001391206],"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":[0.0002764432,0.0000327177,0.00004351611,0.00386156,0.00001719999,0.00000400229,0.004737721,0.01618351,0.9742539,0.0004403135,0.0001441282,0.000005014758],"study_design_scores_gemma":[0.000455841,0.00002966023,0.00002904573,0.001792826,0.0001227209,0.000007788512,0.002321955,0.02611233,0.9682633,0.0001612604,0.0001256228,0.0005776996],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923953,0.00438074,0.0005700038,0.0000575201,0.001432937,0.0007940776,0.0001175672,0.0001177751,0.0001340917],"genre_scores_gemma":[0.9971929,0.0002759896,0.0004038282,0.00003730248,0.00006135045,0.00006403397,0.00009149115,0.00008250339,0.001790597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009928815,"threshold_uncertainty_score":0.9998745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04419278556937167,"score_gpt":0.2552994307644126,"score_spread":0.2111066451950409,"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."}}