{"id":"W618981314","doi":"","title":"Assessing the Energy Impact of Different Strategies of Integrating PV/Thermal Heat Recovery Systems in Scottish Homes","year":2011,"lang":"en","type":"article","venue":"RADAR (Glasgow School of Art)","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photovoltaic system; Zero-energy building; Architectural engineering; Renewable energy; Engineering; Business; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001677469,0.0005179778,0.0002806452,0.0005586183,0.0006776539,0.001093675,0.0009248612,0.0005478635,0.001701999],"category_scores_gemma":[0.001727246,0.0001868044,0.0008525273,0.000721864,0.0006112299,0.0008747306,0.0006421253,0.0004023947,0.0002463867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002568872,"about_ca_system_score_gemma":0.0009227976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0509212,"about_ca_topic_score_gemma":0.1047379,"domain_scores_codex":[0.9990368,0.0002762699,0.00004713358,0.00009605204,0.0003556274,0.000188191],"domain_scores_gemma":[0.9990408,0.0002859613,0.00014648,0.00007707658,0.0003509651,0.00009867951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01702229,0.006818912,0.3825454,0.00178781,0.001150514,0.006210748,0.004198187,0.1802638,0.1828141,0.005923077,0.002750291,0.2085149],"study_design_scores_gemma":[0.0004643699,0.02432914,0.796304,0.0001315912,0.0007676735,0.0005774501,0.01159309,0.05608525,0.1025106,0.001149862,0.005879766,0.0002072013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978307,0.00004285321,0.0003301269,0.00002056012,0.000002996246,0.00005536259,0.0001040608,0.000008990277,0.001604459],"genre_scores_gemma":[0.9988089,0.00006333067,0.0006078426,0.00001663938,0.000001552028,0.00002235174,0.00007463778,0.000003075318,0.000401701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0509212,"threshold_uncertainty_score":0.1012496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01167138418075723,"score_gpt":0.227666185586837,"score_spread":0.2159948014060798,"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."}}