{"id":"W4237926505","doi":"10.2172/894522","title":"COST-EFFECTIVE METHOD FOR PRODUCING SELF SUPPORTED PALLADIUM ALLOY MEMBRANES FOR USE IN EFFICIENT PRODUCTION OF COAL DERIVED HYDROGEN","year":2006,"lang":"en","type":"report","venue":"","topic":"Coal and Coke Industries Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Alloy; Fabrication; Ternary alloy; Palladium; Materials science; Permeation; Quarter (Canadian coin); Chemical engineering; Process engineering; Nanotechnology; Metallurgy; Engineering; Catalysis; Chemistry; Medicine","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":[0.002730703,0.0005405006,0.001156736,0.0005980165,0.0001317798,0.00006029821,0.000297499,0.0006899918,0.00007855547],"category_scores_gemma":[0.002282143,0.0004666575,0.0004228272,0.0005447855,0.00008318614,0.0001029508,0.0001390118,0.0004679936,0.000002471258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008682001,"about_ca_system_score_gemma":0.00159471,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02852014,"about_ca_topic_score_gemma":0.01457142,"domain_scores_codex":[0.9954481,0.0003069917,0.001099062,0.001320228,0.0009791746,0.0008464988],"domain_scores_gemma":[0.9955438,0.001123668,0.0005066387,0.0006924031,0.002012291,0.0001211957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005710859,0.004466039,0.00444519,0.01873253,0.003518002,0.00009379294,0.002043932,0.5599883,0.1238383,0.0001659032,0.0609449,0.2160523],"study_design_scores_gemma":[0.001679975,0.0005166781,0.001308193,0.00028502,0.0003244517,0.00005676368,0.0001720646,0.01604436,0.5466564,0.00004532523,0.4322073,0.0007033804],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8454313,0.001453957,0.02550275,0.001193307,0.005401988,0.1038763,0.001220787,0.001033211,0.0148865],"genre_scores_gemma":[0.6908523,0.0008186066,0.04158526,0.00008335805,0.006356427,0.06636842,0.01006798,0.00102512,0.1828425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5439439,"threshold_uncertainty_score":0.9997785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0869848483196734,"score_gpt":0.3567559485316324,"score_spread":0.269771100211959,"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."}}