{"id":"W4404298758","doi":"10.1007/978-3-031-74730-4_8","title":"Case Studies: Nanomaterials in Specific Energy Storage Devices","year":2024,"lang":"en","type":"book-chapter","venue":"Nanostructure science and technology","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Ministry of Agriculture and Forestry","funders":"","keywords":"Nanomaterials; Energy storage; Materials science; Nanotechnology; Risk analysis (engineering); Business; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003908152,0.0003813857,0.0002163744,0.0005214382,0.00177899,0.001857325,0.001024933,0.002221294,0.01486312],"category_scores_gemma":[0.0008605685,0.0001253241,0.0003180596,0.0009176036,0.0007955972,0.002055437,0.001049111,0.0008984893,0.002041302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008751612,"about_ca_system_score_gemma":0.0004423036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002939644,"about_ca_topic_score_gemma":0.008390826,"domain_scores_codex":[0.9997354,0.00007267508,0.000009513624,0.00002717981,0.0001152791,0.00003997784],"domain_scores_gemma":[0.9997368,0.00017366,0.000009962451,0.00001992025,0.00003695545,0.00002261767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003277537,0.001064808,0.003688547,0.001214634,0.00003238601,0.02961975,0.007770674,0.008756355,0.01920883,0.5080072,0.1646354,0.2556737],"study_design_scores_gemma":[0.00001719842,0.0001630485,0.001686544,0.0003116548,0.00002470564,0.01074996,0.009162277,0.006108673,0.02290466,0.05487344,0.8939669,0.00003086095],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1327511,0.01486644,0.01900573,0.008252879,0.000748055,0.0002517935,0.0004226927,0.0001823006,0.823519],"genre_scores_gemma":[0.4743147,0.01554638,0.02194894,0.001647901,0.0002330293,0.0001465806,0.0003593682,0.0001303123,0.4856728],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01486312,"threshold_uncertainty_score":0.04972202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01379429903905302,"score_gpt":0.2475823851858799,"score_spread":0.2337880861468269,"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."}}