{"id":"W2018658623","doi":"10.1016/j.memsci.2006.08.017","title":"Microstructure transformation of Pd membrane deposited on a porous Inconel substrate in hydrogen permeation at elevated temperature","year":2006,"lang":"en","type":"article","venue":"Journal of Membrane Science","topic":"Nanomaterials for catalytic reactions","field":"Chemistry","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Microstructure; Materials science; Permeation; Chemical engineering; Inconel; Porosity; Membrane; Hydrogen; Substrate (aquarium); Metallurgy; Transformation (genetics); Composite material; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007468845,0.00009392352,0.0001492586,0.0001096693,0.0001915602,0.0002256723,0.0001627972,0.0002245549,0.0008335194],"category_scores_gemma":[0.0001498683,0.0001422715,0.0001380642,0.0001133147,0.0001668894,0.0001771166,0.0001024511,0.0002561705,0.0001262737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002825845,"about_ca_system_score_gemma":0.0001861063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00135379,"about_ca_topic_score_gemma":0.001948958,"domain_scores_codex":[0.9999372,0.000004090828,0.000002611163,0.00001264198,0.00002300629,0.00002051427],"domain_scores_gemma":[0.9999497,0.000009647664,0.00001251011,0.000007420311,0.00001269594,0.000008000004],"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":[0.00006626713,0.000005569871,0.0001375122,0.00002049339,0.000002855483,0.00007309252,0.00002683119,0.00007248097,0.9988926,0.0001334129,0.00003523911,0.000533591],"study_design_scores_gemma":[0.00000661079,0.00006359538,0.003608479,0.000001873321,0.000004794258,0.00006485798,0.0000327859,0.0006872234,0.9950609,0.00002881893,0.0004370664,0.000003025122],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981951,0.0001187485,0.0005049368,0.00002628515,0.000009780607,0.000003348095,0.00007218886,0.00002420978,0.001045494],"genre_scores_gemma":[0.9990851,0.00004826478,0.0003021219,0.000004283465,0.000001380253,0.000001888951,0.00003176455,0.000004588104,0.000520532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00135379,"threshold_uncertainty_score":0.002788365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005565071255305475,"score_gpt":0.2187397844233873,"score_spread":0.2131747131680818,"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."}}