{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003218003,0.0001453641,0.00009569125,0.0001704035,0.00002903416,0.0000476846,0.0003025264,0.00009368068,0.0004790973],"category_scores_gemma":[0.00003016244,0.0001557389,0.0000440592,0.0001272084,0.00002017114,0.0001955685,0.00002481156,0.0001105604,0.00003171816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000142833,"about_ca_system_score_gemma":0.0000242447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003055334,"about_ca_topic_score_gemma":0.000001670947,"domain_scores_codex":[0.9993824,0.00000299953,0.0001511612,0.0001439038,0.000166099,0.0001533741],"domain_scores_gemma":[0.9996829,0.00001565585,0.00002529575,0.0001476985,0.00007742949,0.00005099755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003518933,0.000007492259,0.000007477692,0.000005546972,0.00002798739,0.000002939153,0.00003602626,0.9438569,0.03029501,0.02499123,0.00008954647,0.000676332],"study_design_scores_gemma":[0.0004302508,0.00001671628,0.0001447372,0.00004344822,0.000005031816,0.000009488674,0.00003099729,0.8771805,0.09910186,0.0003541591,0.02244417,0.0002386431],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01664885,0.00008725269,0.9712432,0.0002200661,0.001372096,0.00003694906,0.000007000882,0.001400456,0.00898414],"genre_scores_gemma":[0.9935493,0.0003246867,0.00575568,0.00007587381,0.00006376214,0.00001480756,0.00002997393,0.00002530287,0.0001605808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9769005,"threshold_uncertainty_score":0.6350846,"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."}}