{"id":"W53800066","doi":"","title":"Development of a Solar House Design Methodology and its Implementation into a Design Tool","year":2011,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Solar energy; Engineering design process; Process (computing); Formality; Engineering; Design process; Systems engineering; Design tool; Work (physics); Computer science; Work in process; Operations management; Mechanical engineering; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009012879,0.0002372008,0.0003293808,0.0009935435,0.0003362576,0.00003463983,0.0003140748,0.0003272537,0.00003061327],"category_scores_gemma":[0.00003018967,0.0002870983,0.00005848015,0.0005289093,0.00004953852,0.0002441215,0.00006486844,0.0004432873,0.000002626085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003197596,"about_ca_system_score_gemma":0.0005961546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007946286,"about_ca_topic_score_gemma":0.002336636,"domain_scores_codex":[0.9980416,0.0005940529,0.0003193564,0.0003587653,0.0003001399,0.0003861253],"domain_scores_gemma":[0.99915,0.0002218668,0.0001231411,0.0002239284,0.0001725111,0.0001085184],"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":[0.006545532,0.0004457894,0.002795329,0.00485393,0.004879577,0.000981811,0.05944521,0.1562355,0.6326678,0.02770483,0.001836452,0.1016082],"study_design_scores_gemma":[0.000667839,0.000276972,0.002198134,0.0001265809,0.0001104682,0.00001100839,0.002544167,0.007136749,0.9838805,0.0007663553,0.001766616,0.0005146153],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7560241,0.0005300151,0.2391898,0.000005794258,0.0005393836,0.0008832435,0.000002346016,0.0003139453,0.002511472],"genre_scores_gemma":[0.9292712,0.0006595268,0.06598786,0.000001835965,0.0000804946,0.00003014866,0.00007390101,0.0001340469,0.003761019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3512126,"threshold_uncertainty_score":0.9999581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09049691643084595,"score_gpt":0.3061101237558731,"score_spread":0.2156132073250271,"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."}}