{"id":"W2637822344","doi":"10.1149/ma2012-02/4/306","title":"(Invited) Next Generation Heavy Duty Bus Fuel Cells: An Industry-Academic Collaboration","year":2012,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Heavy duty; Duty; Business; Automotive engineering; Engineering; Environmental science; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001975628,0.001083086,0.0005587211,0.0005059306,0.002395157,0.002681073,0.000720358,0.004726942,0.04352996],"category_scores_gemma":[0.002061667,0.0003296913,0.0007502432,0.0004067685,0.0004610671,0.001508512,0.001930436,0.004026916,0.01540255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009587228,"about_ca_system_score_gemma":0.002522875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002665367,"about_ca_topic_score_gemma":0.008834673,"domain_scores_codex":[0.9990391,0.0001314274,0.00003678393,0.0001172005,0.0004269817,0.0002485717],"domain_scores_gemma":[0.9976032,0.0002370343,0.00006782455,0.00003939714,0.001003162,0.001049421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002061942,0.00005749226,0.0003171857,0.0002020632,0.00001670005,0.0003103619,0.0001598688,0.0001028661,0.002240116,0.0007849568,0.9676729,0.02792934],"study_design_scores_gemma":[0.00004856493,0.0001008427,0.001744819,0.00007598763,0.00003067085,0.0001990774,0.0008148308,0.0001719779,0.001441718,0.0008016061,0.9945453,0.00002444262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.01097626,0.03565887,0.003864133,0.2794578,0.5637282,0.0006939507,0.00162181,0.0004389948,0.10356],"genre_scores_gemma":[0.07057332,0.02514534,0.0038587,0.09174123,0.1081099,0.0007336204,0.002066396,0.0003974474,0.697374],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04352996,"threshold_uncertainty_score":0.1456222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03493575885516748,"score_gpt":0.2492128317736023,"score_spread":0.2142770729184349,"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."}}