{"id":"W2071437125","doi":"10.3103/s0003701x0904001x","title":"Evaluation of exergy and energy efficiencies of photothermal solar radiation conversion","year":2009,"lang":"en","type":"article","venue":"Applied Solar Energy","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Photothermal therapy; Radiation; Solar energy; Exergy; Solar energy conversion; Radiant energy; Energy technology; Energy transformation; Environmental science; Optics; Materials science; Nuclear engineering; Optoelectronics; Engineering physics; Process engineering; Chemistry; Physics; Thermodynamics; Engineering; Electrical 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":[0.0009912286,0.0002345389,0.0004147007,0.00017848,0.00009890227,0.00001547983,0.0001936045,0.0002149463,0.0001785755],"category_scores_gemma":[0.0000453544,0.0002217117,0.00009827905,0.0002934399,0.000112813,0.0001096331,0.00003612517,0.00006825571,0.000003645731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006824557,"about_ca_system_score_gemma":0.00009437445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004780733,"about_ca_topic_score_gemma":0.0001464377,"domain_scores_codex":[0.9977927,0.0002320339,0.0005117249,0.0003331754,0.000854981,0.0002754437],"domain_scores_gemma":[0.9987511,0.00009993555,0.0004604021,0.0003536633,0.0002433123,0.00009155377],"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":[0.0001505571,0.0001386134,0.0001063644,0.00002440644,0.00008466734,8.953916e-7,0.000718803,0.005873777,0.6979287,0.06400137,0.00007212901,0.2308997],"study_design_scores_gemma":[0.001918813,0.0002341261,0.002322926,0.00003671438,0.0001688962,0.000008423187,0.0003096641,0.02148663,0.951196,0.005110867,0.01689517,0.00031175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565891,0.002107382,0.003936808,0.00002343833,0.000267905,0.0001414026,0.00001206239,0.0000799814,0.03684193],"genre_scores_gemma":[0.9992016,0.0001807969,0.0000989461,0.0001639876,0.00009665413,0.00002814436,0.00004667733,0.0000256952,0.000157517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2532673,"threshold_uncertainty_score":0.9041142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417793461555148,"score_gpt":0.2218750338956872,"score_spread":0.2076970992801357,"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."}}