{"id":"W2512495843","doi":"10.1002/fuce.201500205","title":"Fuel Cell Modeling Strategic Roadmap: A Systematic Approach","year":2016,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"European Commission","keywords":"Automotive industry; Technology roadmap; Fuel cells; Computer science; Process (computing); Manufacturing engineering; Systems engineering; Nanotechnology; Engineering management; Engineering; Business; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002867076,0.0003182235,0.0004599683,0.0001013044,0.00003855944,0.00009182022,0.000271434,0.0002494211,0.0002216508],"category_scores_gemma":[0.000004387524,0.0002009151,0.0001243176,0.0001226112,0.00002399705,0.0001375101,0.00004032485,0.0001292684,0.001270789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006854887,"about_ca_system_score_gemma":0.00002150701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009629182,"about_ca_topic_score_gemma":7.753646e-7,"domain_scores_codex":[0.998393,0.00006416941,0.0005306039,0.0003009923,0.0002265248,0.0004847081],"domain_scores_gemma":[0.9992368,0.00005203021,0.00006543742,0.0004486318,0.00004387373,0.0001532166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001531038,0.0001445686,0.000002554992,0.2935467,0.0001559444,0.00004199735,0.0007105313,0.4158719,0.2883582,0.0002785673,0.0008551085,0.00001849927],"study_design_scores_gemma":[0.001908951,0.00008533742,8.314158e-7,0.00382564,0.0002522129,0.00003992182,0.0005786211,0.9456362,0.03916442,0.006135001,0.0009367698,0.00143613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07564883,0.04239088,0.01543626,0.00003393878,0.003778253,0.001743454,0.00006757437,0.00161991,0.8592809],"genre_scores_gemma":[0.991756,0.003612022,0.00184572,0.0000132505,0.0001677088,0.00006083911,0.000006441306,0.00009704835,0.00244102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9161071,"threshold_uncertainty_score":0.9995068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01632483358933931,"score_gpt":0.1770748702556747,"score_spread":0.1607500366663354,"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."}}