{"id":"W4285183160","doi":"10.2139/ssrn.4142198","title":"Using a Hyperbolic Structure to Enhance the Dynamic Performance of a Thermoelectric Generator","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Advanced Thermoelectric Materials and Devices","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Thermoelectric effect; Thermoelectric generator; Generator (circuit theory); Materials science; Physics; Thermodynamics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001386545,0.0002039852,0.0002889021,0.0001354092,0.0008662223,0.00005721358,0.0008117933,0.00003497349,0.0004895023],"category_scores_gemma":[0.00003027701,0.0001407397,0.00007820041,0.0006952501,0.00004537512,0.0001571478,0.0001623373,0.0008592612,0.000008633413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007884845,"about_ca_system_score_gemma":0.001370999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005863556,"about_ca_topic_score_gemma":0.00008743262,"domain_scores_codex":[0.9968075,0.0002671507,0.0004181731,0.0002808118,0.0005058238,0.001720496],"domain_scores_gemma":[0.9991046,0.00004356257,0.0003866574,0.000309546,0.00008872536,0.0000669553],"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":[0.0001976272,0.00002561869,0.00003386134,0.000008106271,0.00002350568,0.000001277207,0.0002247585,0.007756515,0.9793678,0.002088802,0.000004511707,0.01026761],"study_design_scores_gemma":[0.0005776803,0.00260292,0.0002455262,0.00002525931,0.00009764225,0.002424444,0.001173928,0.01186861,0.9436412,0.03510349,0.001575654,0.0006636792],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922078,0.003686853,0.003266126,0.0001345456,0.0003740062,0.0002472618,0.000019484,0.00002558554,0.00003838125],"genre_scores_gemma":[0.9984359,0.0004433562,0.0004620276,0.0002339374,0.0001744599,0.00002045077,0.000001391989,0.00003600281,0.0001925372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03572665,"threshold_uncertainty_score":0.6662369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006406772476570498,"score_gpt":0.2564658847143119,"score_spread":0.2500591122377414,"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."}}