{"id":"W2314115803","doi":"10.1149/1.2729078","title":"Stack Testing Summary - Versa Power Systems","year":2007,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Imperial College London; U.S. Department of Energy; U.S. Department of Defense","keywords":"Stack (abstract data type); Engineering; Power (physics); Computer science; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.0009655029,0.00008355744,0.000094485,0.00008227118,0.0002305509,0.0001252592,0.0001730514,0.00005180172,0.0004121485],"category_scores_gemma":[0.00004303673,0.00007561997,0.00002803461,0.0003131075,0.00006382468,0.000228909,0.000006293142,0.0001037954,0.0003009383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007659652,"about_ca_system_score_gemma":0.00005282381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004189071,"about_ca_topic_score_gemma":0.00001804313,"domain_scores_codex":[0.9988924,0.00002326922,0.0001685762,0.0001904095,0.0002881232,0.0004371894],"domain_scores_gemma":[0.9994383,0.0001437719,0.00002214194,0.0001739059,0.0000651973,0.0001566157],"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":[0.000008657026,0.00002928915,0.00002518209,0.00002633933,0.000002606144,0.00001229146,0.0001373143,0.005974336,0.993143,0.0001232751,0.0001671594,0.0003505836],"study_design_scores_gemma":[0.0008126889,0.0003883896,0.005209316,0.0002444007,0.00003484653,0.0001303254,0.001766025,0.004595694,0.8626522,0.000102038,0.1232123,0.0008516688],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6470907,0.000152485,0.324045,0.0000952069,0.002944346,0.000211787,0.00004012981,0.0004305977,0.02498972],"genre_scores_gemma":[0.9961624,0.00000557789,0.002117452,0.000007922503,0.00005527954,0.0000082588,0.000001010888,0.00001155412,0.001630576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3490717,"threshold_uncertainty_score":0.4512736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833048265761683,"score_gpt":0.2775668779461075,"score_spread":0.2492363952884907,"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."}}