{"id":"W4400107469","doi":"10.1016/b978-0-323-96022-9.00334-0","title":"Fuel Cells – Exploratory Fuel Cells | Micro Fuel Cells","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Fuel cells; Regenerative fuel cell; Materials science; Proton exchange membrane fuel cell; Engineering; Chemical engineering","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":[0.0001209227,0.001177882,0.0006767945,0.001034398,0.000423319,0.001932172,0.0009297109,0.0009932058,0.07400387],"category_scores_gemma":[0.0001521711,0.0004407476,0.0003295373,0.001535366,0.000359138,0.002257427,0.001059988,0.001482417,0.04938526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005820098,"about_ca_system_score_gemma":0.0004195713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006159924,"about_ca_topic_score_gemma":0.00198726,"domain_scores_codex":[0.9998608,0.000006809622,0.000004204944,0.00002576324,0.00008999462,0.00001247259],"domain_scores_gemma":[0.9999471,0.00001620595,0.000003613665,0.000008375687,0.00001745556,0.000007348706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000390001,0.0001435931,0.00006879501,0.0009578233,0.000009989707,0.0001224232,0.0001050738,0.001101296,0.01881665,0.05391245,0.141533,0.7831899],"study_design_scores_gemma":[0.000003329993,0.00001736293,0.0001211203,0.0001839227,0.000003222404,0.0001848659,0.00002914606,0.0003827838,0.003515755,0.01066033,0.9848918,0.000006237417],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002399484,0.08904747,0.01314435,0.0009864499,0.002280525,0.00005283065,0.0004363911,0.0005358526,0.8911166],"genre_scores_gemma":[0.005921447,0.03443542,0.004308945,0.0002813389,0.0003827723,0.00004537544,0.0003144251,0.0001959516,0.9541143],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07400387,"threshold_uncertainty_score":0.2475677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009406127266794082,"score_gpt":0.188151226070947,"score_spread":0.1787450988041529,"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."}}