{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001749638,0.001265117,0.001024181,0.002574469,0.00333099,0.005033646,0.001923805,0.002201455,0.6673825],"category_scores_gemma":[0.01228609,0.0004113378,0.0007954828,0.00225103,0.0007416341,0.004538481,0.002921845,0.004061534,0.5104235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002232764,"about_ca_system_score_gemma":0.002775158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003765793,"about_ca_topic_score_gemma":0.003638606,"domain_scores_codex":[0.9984578,0.0001994994,0.0001262075,0.0002723634,0.000786772,0.0001573793],"domain_scores_gemma":[0.9939319,0.0008522959,0.0002410154,0.0005103311,0.003542824,0.0009216685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001289821,0.0000101636,0.00003893017,0.0000730039,9.798839e-7,0.00002571248,0.00005438476,0.00001884344,0.00006145886,0.001845473,0.9770988,0.02075931],"study_design_scores_gemma":[0.000002781088,0.00001089643,0.0001392128,0.00009011935,7.502593e-7,0.00003952326,0.00007549749,0.00001250914,0.00003196488,0.0007779275,0.9988155,0.000003377921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0009901633,0.007350579,0.004912524,0.03279529,0.1446352,0.0008890465,0.01704554,0.002561481,0.7888203],"genre_scores_gemma":[0.00429526,0.004074793,0.002526198,0.007209266,0.01953437,0.0005655874,0.01342214,0.001360985,0.9470115],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3326175,"threshold_uncertainty_score":0,"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."}}