{"id":"W4403101989","doi":"10.1007/978-981-99-8465-7_5","title":"Sustainable Infrastructure Practice in Australia","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Environmental planning; Business; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001384402,0.0001920275,0.0001943271,0.0007855847,0.005569785,0.004366122,0.0006104209,0.001612449,0.01262862],"category_scores_gemma":[0.002043949,0.0002862389,0.0001510134,0.001827727,0.003075061,0.002627201,0.005040003,0.002194968,0.0009791366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01111831,"about_ca_system_score_gemma":0.03215763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1685706,"about_ca_topic_score_gemma":0.4325838,"domain_scores_codex":[0.9986748,0.0003531918,0.00005078083,0.000116481,0.0005044308,0.0003003294],"domain_scores_gemma":[0.9991729,0.0001299607,0.00007648081,0.00005976823,0.0002304063,0.000330564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002029164,0.0001427347,0.003750774,0.0004629979,0.000008779199,0.001220738,0.1360241,0.0007084792,0.001617183,0.561853,0.07807951,0.2161114],"study_design_scores_gemma":[0.000002466739,0.00005046673,0.01300725,0.000344251,0.000003801418,0.0002092654,0.03037356,0.0003932166,0.0001651748,0.01331909,0.9421166,0.00001477605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1365018,0.0184664,0.001621411,0.04888317,0.0007962968,0.00009958567,0.00005970831,0.00008828608,0.7934834],"genre_scores_gemma":[0.4090028,0.008001979,0.001714488,0.002114723,0.00007528751,0.00006244012,0.00002886385,0.00004368624,0.5789558],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1685706,"threshold_uncertainty_score":0.3351789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006874253002928807,"score_gpt":0.2369285848672364,"score_spread":0.2300543318643076,"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."}}