{"id":"W2168652653","doi":"10.2514/6.2004-5760","title":"Thermophotovoltaic Array Optimization","year":2004,"lang":"en","type":"article","venue":"2nd International Energy Conversion Engineering Conference","topic":"Thermal Radiation and Cooling Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lockheed Martin (Canada)","funders":"","keywords":"Thermophotovoltaic; Computer science; Environmental science; Electrical engineering; Photovoltaic system; Engineering","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":[0.0002833536,0.0004949537,0.0004491945,0.0002918087,0.0003643277,0.0006005825,0.0003654665,0.0002937507,0.002371634],"category_scores_gemma":[0.0004646965,0.0003577285,0.0002969769,0.0004650085,0.0002190004,0.0004288097,0.0004096719,0.0003813003,0.00054644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006132518,"about_ca_system_score_gemma":0.0008343708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006713476,"about_ca_topic_score_gemma":0.001746718,"domain_scores_codex":[0.9997112,0.00003114857,0.000009091865,0.00005193332,0.0001490904,0.00004747587],"domain_scores_gemma":[0.9998547,0.00004062673,0.00002230407,0.00001672302,0.00006048402,0.000005248229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001333167,0.00006359769,0.001553554,0.0002282441,0.00005485298,0.000114961,0.0001338487,0.302642,0.6072356,0.01496612,0.002149182,0.07072475],"study_design_scores_gemma":[0.00005366487,0.0004480353,0.002817272,0.00002086704,0.00006157251,0.0001991841,0.00009916676,0.518643,0.4526524,0.004180969,0.02076672,0.00005710919],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2818941,0.0009386601,0.6748834,0.0002598687,0.00008879723,0.0002680305,0.0004241489,0.001085082,0.04015795],"genre_scores_gemma":[0.7069808,0.0006343922,0.2820896,0.0001023893,0.00001837493,0.0005461912,0.0003841011,0.000374962,0.00886911],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002371634,"threshold_uncertainty_score":0.007933915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006073732425419737,"score_gpt":0.1721482215922296,"score_spread":0.1660744891668099,"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."}}