{"id":"W612273054","doi":"","title":"New generation or universal fuel cell system? R&D for intermediate temperature solid oxide fuel cells (ITSOFCs)","year":2001,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flexibility (engineering); Bottleneck; Fuel cells; Economic shortage; Process engineering; Computer science; Nanotechnology; Materials science; Engineering; Embedded system; Chemical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001163963,0.0005204321,0.001196577,0.0001776868,0.0001377508,0.0004879893,0.0008527978,0.000391793,0.0001912273],"category_scores_gemma":[0.0002339706,0.0004029497,0.0002721039,0.0002087035,0.00004798305,0.0006713605,0.00008419585,0.000205984,0.00004709725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009115113,"about_ca_system_score_gemma":0.0007316138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003745925,"about_ca_topic_score_gemma":0.000009277104,"domain_scores_codex":[0.995746,0.0001470152,0.001866342,0.000536727,0.0007557894,0.0009480945],"domain_scores_gemma":[0.99623,0.0002860968,0.001797288,0.000386466,0.0007553996,0.000544767],"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":[0.002320342,0.00007258921,0.000001659956,0.001255404,0.00005894149,0.00004437363,0.0001660089,0.0003074835,0.9637679,0.00008773967,0.0318917,0.00002578563],"study_design_scores_gemma":[0.003556468,0.0009075872,8.735314e-7,0.0003389067,0.0001744097,0.0006312257,0.0002694808,0.00013983,0.9547451,0.0001808672,0.03862285,0.0004323913],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9081773,0.001799433,0.07786601,0.0001247321,0.009675183,0.001964689,0.0001503459,0.0001122524,0.0001300337],"genre_scores_gemma":[0.9719739,0.0004475429,0.0108674,0.0001354506,0.009749574,0.00006176294,0.00006160707,0.000143895,0.006558873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06699862,"threshold_uncertainty_score":0.9998422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662174724084053,"score_gpt":0.2670496728154839,"score_spread":0.2504279255746433,"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."}}