{"id":"W4405983495","doi":"10.70322/htm.2024.10011","title":"Porous 430L Stainless Steel as a Support Layer for Planar Solid Oxide Cells: Effect of Porosity on Mechanical Properties","year":2024,"lang":"en","type":"article","venue":"High-temperature materials.","topic":"Advanced ceramic materials synthesis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Porosity; Materials science; Layer (electronics); Planar; Oxide; Composite material; Metallurgy; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001710564,0.0007440064,0.001414754,0.000186832,0.0002243379,0.0005942099,0.0006494087,0.0004964445,0.001645564],"category_scores_gemma":[0.0002422043,0.0005269847,0.0001873607,0.0001665089,0.0001803153,0.0003781885,0.0001670354,0.000190866,0.0005045019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001961712,"about_ca_system_score_gemma":0.0002082811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001848261,"about_ca_topic_score_gemma":0.00001478613,"domain_scores_codex":[0.9957094,0.0005512251,0.001022733,0.001176909,0.0006622552,0.0008775003],"domain_scores_gemma":[0.9981759,0.0003556235,0.0002858927,0.0008311989,0.0001635386,0.0001878949],"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":[0.002952707,0.0001072156,4.734862e-7,0.002195088,0.00006496379,0.0001449628,0.0001992595,0.00004911857,0.9845091,0.007109796,0.002615947,0.00005133761],"study_design_scores_gemma":[0.0007951771,0.001436423,0.00001690549,0.0006192747,0.0001506563,0.00006783207,0.00004705123,0.000003468504,0.9941723,0.0008816404,0.001221315,0.0005879781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898914,0.0001427857,0.00003986877,0.0002940662,0.004848926,0.001734587,0.002473771,0.0005144266,0.00006024183],"genre_scores_gemma":[0.9956776,0.00003766677,0.001234557,0.0002318408,0.0006246824,0.0004564525,0.0001786493,0.0001794585,0.001379101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009663148,"threshold_uncertainty_score":0.9997182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00953354391220182,"score_gpt":0.2500909694539753,"score_spread":0.2405574255417735,"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."}}