{"id":"W4240261285","doi":"10.1149/ma2006-02/8/634","title":"Spiral-Wound PEM Fuel Cells for Portable Applications","year":2006,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stemcell Technologies","funders":"","keywords":"Spiral (railway); Proton exchange membrane fuel cell; Fuel cells; Materials science; Engineering; Mechanical 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":[0.00008881079,0.0004754236,0.0003798025,0.000218096,0.0001874857,0.0003896434,0.0005214849,0.0004898359,0.03439019],"category_scores_gemma":[0.0002434581,0.00009959545,0.0003359234,0.0002766509,0.0001025742,0.0005607266,0.0002216568,0.0003848209,0.004941395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001907617,"about_ca_system_score_gemma":0.0001549586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003562367,"about_ca_topic_score_gemma":0.0006575995,"domain_scores_codex":[0.9999475,0.000003910568,0.000003293606,0.000007917143,0.00002134559,0.00001588878],"domain_scores_gemma":[0.9999274,0.00001191403,0.000008128571,0.00001231539,0.0000282775,0.00001198514],"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":[0.002211312,0.0001948314,0.0004122936,0.001161563,0.00003823925,0.0003138928,0.00002263747,0.0009640834,0.8757361,0.002430713,0.01078571,0.1057287],"study_design_scores_gemma":[0.0001887406,0.0015374,0.00186927,0.0001038114,0.00007771612,0.0006786092,0.0000598728,0.003651918,0.8901383,0.001448598,0.10023,0.00001570455],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.77662,0.03957845,0.0460143,0.00304834,0.006008644,0.0005667463,0.006996712,0.002302689,0.1188641],"genre_scores_gemma":[0.8526241,0.01269829,0.01230261,0.0002748516,0.0001995121,0.0001325523,0.003560698,0.0001184533,0.1180889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03439019,"threshold_uncertainty_score":0.1150466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008129251914451194,"score_gpt":0.2053953287929802,"score_spread":0.197266076878529,"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."}}