{"id":"W2280109299","doi":"10.1149/ma2016-01/1/80","title":"(Science for Solving Society’s Problems Challenge Grant Winner) Powerpad: Evaluation of Redox Chemistries for Disposable Power Sources","year":2016,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Redox; Energy storage; Electrochemical energy conversion; Nanotechnology; Electrochemistry; Process engineering; Chemistry; Materials science; Computer science; Environmental science; Power (physics); Electrode; Engineering; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002052995,0.0001267146,0.0001532228,0.00007732723,0.0002307649,0.00003203673,0.0002937988,0.00011149,0.000008104439],"category_scores_gemma":[0.001100147,0.000100036,0.00008628489,0.000221063,0.0002494784,0.0001745721,0.00003734634,0.00008367407,0.000003658537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009947107,"about_ca_system_score_gemma":0.0001575372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004985777,"about_ca_topic_score_gemma":0.000004482686,"domain_scores_codex":[0.9985971,0.000004480327,0.0003009484,0.0002606024,0.0003705421,0.0004662525],"domain_scores_gemma":[0.9988061,0.0003254244,0.0001110504,0.0002641965,0.0004206208,0.00007264757],"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":[0.000006779867,0.00003729814,0.00002857848,0.000136387,0.00002267212,4.729895e-8,0.0003120943,0.00674258,0.9891441,0.0001237276,0.0007211037,0.002724581],"study_design_scores_gemma":[0.0006674774,0.00007775841,0.0001313982,0.0002219097,0.00002400355,0.000001148964,0.0002479029,0.01024352,0.9780802,0.003415287,0.006731049,0.0001583531],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890644,0.0008778275,0.001815171,0.001236392,0.0001059502,0.001070621,0.00006830491,0.0002480002,0.005513359],"genre_scores_gemma":[0.9959885,0.00008557393,0.003350937,0.000003132836,0.00005436544,0.0003621818,0.000006804277,0.00002667836,0.0001218054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01106396,"threshold_uncertainty_score":0.4079351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02446779842668717,"score_gpt":0.2735964037151475,"score_spread":0.2491286052884604,"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."}}