{"id":"W4247282064","doi":"10.1016/s1464-2859(12)70194-3","title":"Ballard to trial fuel cell backup power in China Mobile network","year":2012,"lang":"en","type":"article","venue":"Fuel Cells Bulletin","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Backup; China; Telecommunications; Engineering; Power (physics); Plan (archaeology); Computer network; Electrical engineering; Computer science; Geography; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005888608,0.0003726318,0.0004640512,0.0001089966,0.00004264221,0.00007239916,0.0002848343,0.0003518738,0.008492446],"category_scores_gemma":[0.00001038879,0.0003515796,0.0001301831,0.0002734826,0.00002380698,0.00005728508,0.0001163273,0.0003555158,0.008192685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008859522,"about_ca_system_score_gemma":0.00001357744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004063923,"about_ca_topic_score_gemma":0.000004238757,"domain_scores_codex":[0.9977807,0.00009088229,0.0005495694,0.0002953014,0.0002341185,0.001049381],"domain_scores_gemma":[0.9991133,0.00006835635,0.00005552527,0.0004066595,0.0000199646,0.0003362073],"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":[0.002386084,0.000640669,0.0001498108,0.00237039,0.00007282452,0.00006544377,0.002655135,0.3741619,0.01494588,0.00003640567,0.6023672,0.0001482385],"study_design_scores_gemma":[0.006168652,0.0002051351,0.000149103,0.00005690068,0.00001955934,0.000003354677,0.00005088791,0.0001237031,0.002759336,0.00004407746,0.9898891,0.0005302315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4106178,0.03601063,0.00007827309,0.0002233148,0.02006744,0.002503886,0.0000471359,0.0006254828,0.529826],"genre_scores_gemma":[0.9879901,0.003111925,0.002799676,0.0002412944,0.00163914,0.0001592336,0.00002171593,0.0001557385,0.003881115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5773724,"threshold_uncertainty_score":0.9998936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00410505914694303,"score_gpt":0.1849809649757075,"score_spread":0.1808759058287644,"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."}}