{"id":"W4323062951","doi":"10.1016/s1464-2859(21)00479-x","title":"Loop Energy links to boost fuel cell mobility","year":2021,"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":"Fuel cells; Loop (graph theory); Hydrogen fuel; Engineering; Automotive engineering; Proton exchange membrane fuel cell; Transport engineering; Business; Environmental economics; Economics","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":[0.0001865965,0.0003374139,0.0003887413,0.00007028917,0.00005770247,0.000113093,0.0002526173,0.0005047878,0.008256434],"category_scores_gemma":[0.00001899256,0.0003400643,0.0001458054,0.0002323477,0.00003383047,0.00002720833,0.0001563092,0.0003772249,0.004468294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007271373,"about_ca_system_score_gemma":0.00003809115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007817779,"about_ca_topic_score_gemma":0.00001606317,"domain_scores_codex":[0.998195,0.00007121831,0.0004557482,0.000479886,0.0002293094,0.0005688203],"domain_scores_gemma":[0.9988577,0.00007982786,0.00004023502,0.0006158275,0.0001053575,0.0003010645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000565557,0.0004732545,0.00001804821,0.00672825,0.0001116243,0.0005599177,0.0005328622,0.1166284,0.4917323,0.00009173292,0.3825097,0.0005573325],"study_design_scores_gemma":[0.0003023378,0.00003366399,0.00001178957,0.00003524608,0.00002081135,0.000007897839,0.00004331449,0.0004618497,0.2597114,0.0001216425,0.7389081,0.0003419745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0411294,0.05240298,0.0009353189,0.001734129,0.008587441,0.0004849535,0.0001875126,0.001291028,0.8932472],"genre_scores_gemma":[0.919652,0.01612043,0.004536377,0.002219819,0.0009109031,0.000088049,0.0001336254,0.0002666999,0.05607207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8785226,"threshold_uncertainty_score":0.9999051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005190148441105076,"score_gpt":0.1755993735150343,"score_spread":0.1704092250739292,"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."}}