{"id":"W2020849297","doi":"10.1149/1.3569976","title":"Solid Oxide Fuel Cells Canada NSERC Strategic Research Network","year":2011,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Materials science; Oxide; Business; Fuel cells; Chemical engineering; Engineering; Metallurgy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008095902,0.0002105212,0.0002312565,0.00007207185,0.0005989907,0.00006315563,0.0005433672,0.00009857379,0.009401657],"category_scores_gemma":[0.000008413834,0.0002109011,0.00006108317,0.0004716092,0.0002258877,0.0002848746,0.00002469754,0.0004514862,0.0006875361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000299636,"about_ca_system_score_gemma":0.0006587603,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.143421,"about_ca_topic_score_gemma":0.388805,"domain_scores_codex":[0.9971113,0.0002176351,0.0004015264,0.0004782266,0.0006779932,0.001113376],"domain_scores_gemma":[0.9986921,0.0001729821,0.00007734913,0.0006177742,0.0001745535,0.0002652596],"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":[0.0001787667,0.0005064302,0.0000981073,0.0001740556,0.00008056177,0.0002267292,0.001772016,0.0546214,0.9236171,0.002962857,0.01550164,0.000260332],"study_design_scores_gemma":[0.0006167003,0.0001607317,0.0004022651,0.00006535964,0.00005775831,0.00002631444,0.002476619,0.0005038787,0.929468,0.01851431,0.04700749,0.0007005465],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7182845,0.0008241172,0.07192269,0.0002819253,0.008162302,0.001360735,0.000290732,0.0004362609,0.1984367],"genre_scores_gemma":[0.9801765,0.0001328802,0.0142625,0.0001329378,0.000173669,0.00007313652,0.000003665984,0.0000442376,0.005000459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.261892,"threshold_uncertainty_score":0.9915039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09812768579861096,"score_gpt":0.3283646409282157,"score_spread":0.2302369551296047,"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."}}