{"id":"W1521696154","doi":"10.1002/9780470970751.ch9","title":"Recent Advances in TES Methods, Technologies, and Applications","year":2010,"lang":"en","type":"other","venue":"","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Macro; Computer science; Systems engineering; Data science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001347111,0.0001607765,0.0002416845,0.0001717454,0.00001861833,0.00001261882,0.0001847555,0.0004737678,0.002101479],"category_scores_gemma":[0.00005009566,0.0001200516,0.00001926628,0.0001884781,0.00007047247,0.00002130754,0.00005799914,0.0002463694,0.00006812299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001146901,"about_ca_system_score_gemma":0.00001174589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002113804,"about_ca_topic_score_gemma":0.01908066,"domain_scores_codex":[0.999337,0.00004453423,0.0001515493,0.0002651912,0.00005920644,0.000142565],"domain_scores_gemma":[0.9994196,0.0000821654,0.0001165829,0.0003486385,0.00001026933,0.00002280238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001350154,0.0000140544,0.0001743727,0.00003861295,0.000009884126,5.305021e-7,0.000007334109,3.09302e-7,0.0008600302,0.009024617,0.006990098,0.9828788],"study_design_scores_gemma":[0.00009259394,0.00000597553,0.00001031274,0.00003976565,0.000005295075,0.000004534872,0.0001665463,0.000005434537,0.001225554,0.004341169,0.9939415,0.0001613169],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000138307,0.1070174,0.001388983,0.00004602866,0.0001676875,0.000391104,0.000009618092,0.0006377107,0.8903401],"genre_scores_gemma":[0.0000290916,0.08434902,0.03279469,0.00007037626,0.0002839493,0.001063114,0.00003650158,0.0002861199,0.8810871],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9869514,"threshold_uncertainty_score":0.9988186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01556216894643955,"score_gpt":0.2999096486044232,"score_spread":0.2843474796579836,"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."}}