{"id":"W4239212804","doi":"10.1088/1757-899x/1036/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainable development; Political science; Sustainability; Agency (philosophy); Environmental planning; Business; Public administration; Engineering; Sociology; Geography; Law; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002689622,0.0001454924,0.000161466,0.00008072149,0.000106245,0.0004800019,0.0001536612,0.00003793124,0.0001299134],"category_scores_gemma":[0.00008188994,0.0001480224,0.00001021018,0.0003349897,0.0001052279,0.0006441618,0.00008749693,0.00005971203,0.000008500561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006401186,"about_ca_system_score_gemma":0.0001737047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004073555,"about_ca_topic_score_gemma":9.461975e-7,"domain_scores_codex":[0.9990262,0.000006156162,0.0001477292,0.0002200379,0.0002182914,0.0003815722],"domain_scores_gemma":[0.999506,0.00001250929,0.00001205731,0.0001808539,0.0001776748,0.0001109252],"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":[0.000001430921,0.000002831159,0.000006492312,0.0001064591,0.000004775631,0.00002124652,0.0001483867,0.002858349,0.9877482,0.007933045,0.00005476108,0.001114039],"study_design_scores_gemma":[0.000080562,0.00001585846,0.0008565046,0.00005409684,0.000004966544,0.00005556222,0.0003882693,0.003994201,0.9888923,0.000194027,0.005247137,0.0002165514],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935234,0.0002172293,0.003081628,0.000109219,0.0008392429,0.00007309367,0.000005662087,0.0003531646,0.001797364],"genre_scores_gemma":[0.9968222,0.0002269101,0.002625618,0.00001987787,0.00005886395,0.00001749606,0.000002206659,0.00001606381,0.0002107702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007739017,"threshold_uncertainty_score":0.6036177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01224828094440452,"score_gpt":0.2152848587192009,"score_spread":0.2030365777747963,"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."}}