{"id":"W1993402950","doi":"10.3992/jgb.5.2.32","title":"Solar Architecture and Energy Engineering","year":2010,"lang":"en","type":"article","venue":"Journal of Green Building","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Department of Health and Wellness; Powertech Labs (Canada)","funders":"","keywords":"Architecture; Architectural engineering; Solar energy; Engineering; Systems engineering; Civil engineering; Computer science; Electrical engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001297052,0.0000968959,0.0001317161,0.0001695266,0.00003617594,0.00003100485,0.000108026,0.00008217626,0.00001127445],"category_scores_gemma":[0.00001796716,0.00008796293,0.0000456753,0.0001021197,0.00001163208,0.0001526555,0.00001917383,0.0003549218,8.168856e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000110476,"about_ca_system_score_gemma":0.000007937602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009653233,"about_ca_topic_score_gemma":0.0000116549,"domain_scores_codex":[0.999516,0.000004623231,0.0001901173,0.00005359827,0.0001061507,0.0001295125],"domain_scores_gemma":[0.9997253,0.00003330585,0.00005345806,0.00007610509,0.00003219082,0.00007966795],"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":[0.000005276215,0.000004827871,0.0003647258,0.00002241798,0.00004708234,0.00001536196,0.00006877882,0.825933,0.1291068,0.003117531,0.0000965057,0.04121761],"study_design_scores_gemma":[0.0009047283,0.0001287483,0.001737515,0.0002112558,0.00008960042,0.002008244,0.00002345451,0.8358675,0.06618705,0.002464711,0.08974519,0.0006320489],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7197828,0.0003954897,0.2787507,0.00008432147,0.00074872,0.00000842931,5.937527e-7,0.00006495464,0.0001639597],"genre_scores_gemma":[0.9547374,0.00007762816,0.04468507,0.00002666508,0.0004139501,5.906826e-7,3.494193e-7,0.00002535616,0.00003301069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2349546,"threshold_uncertainty_score":0.3587024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002411538963401967,"score_gpt":0.1652283639702035,"score_spread":0.1628168250068016,"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."}}