{"id":"W4252902905","doi":"10.1016/s1464-2859(04)00308-6","title":"ReliOn outsources fuel cell manufacturing","year":2004,"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; Electronics; Fuel cells; Manufacturing engineering; Engineering; Electrical engineering; 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":[0.0001434894,0.0003125768,0.0002749103,0.0001073229,0.00006939426,0.0000960187,0.0002412758,0.0002597604,0.001805867],"category_scores_gemma":[0.000003489288,0.0002882498,0.0001142336,0.00007194973,0.00003981238,0.00004286307,0.00006313146,0.000289585,0.006334808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008287749,"about_ca_system_score_gemma":0.00001001094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006837356,"about_ca_topic_score_gemma":0.00000283541,"domain_scores_codex":[0.9986259,0.00002162523,0.0003585947,0.0002957722,0.0002072703,0.0004908256],"domain_scores_gemma":[0.9994264,0.00002894107,0.00005621008,0.0003213956,0.00001865678,0.0001483772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004185776,0.0001576076,0.000005136952,0.007881798,0.0000713288,0.0003264677,0.001516534,0.7988653,0.1578223,0.00002170159,0.0330816,0.0002084867],"study_design_scores_gemma":[0.0006837053,0.00003794235,0.00001382626,0.00006898774,0.00002206777,0.00001298085,0.00006876286,0.00009712375,0.4495255,0.000365764,0.5487492,0.0003541127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2821776,0.02918852,0.0006231178,0.0009910902,0.006748293,0.0007030236,0.0000453847,0.001929906,0.6775931],"genre_scores_gemma":[0.9846194,0.008747775,0.002830985,0.0001477081,0.000367249,0.00001528402,0.00001879602,0.0001203068,0.003132434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7987681,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004047549514083179,"score_gpt":0.1595773784200731,"score_spread":0.1555298289059899,"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."}}