{"id":"W157217519","doi":"10.3133/ofr03121","title":"Specification aggregate quarry expansion - A case study demonstrating sustainable management of natural aggregate resources","year":2003,"lang":"en","type":"article","venue":"Antarctica A Keystone in a Changing World","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Business; Sustainable development; Natural resource; Government (linguistics); Multinational corporation; Resource (disambiguation); Environmental planning; Environmental resource management; Economics; Political science; Geography; Finance; Law","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":[0.00173027,0.0002899374,0.0002156001,0.0007067322,0.006399105,0.00170388,0.001460699,0.001955854,0.003608625],"category_scores_gemma":[0.002008636,0.000222043,0.0003795077,0.001448982,0.002077343,0.001557051,0.002384406,0.001375753,0.0002909942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003591235,"about_ca_system_score_gemma":0.00273348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04529573,"about_ca_topic_score_gemma":0.1498418,"domain_scores_codex":[0.9982623,0.0009783133,0.0000412796,0.0001357456,0.0002828672,0.0002994814],"domain_scores_gemma":[0.9984695,0.0008166958,0.0001256244,0.0001357324,0.0001997865,0.0002527456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006626591,0.004279387,0.124409,0.0009501781,0.0001010614,0.1904781,0.2074874,0.04263837,0.02191492,0.1431356,0.04250924,0.221434],"study_design_scores_gemma":[0.0001633965,0.001909212,0.07099015,0.0005424243,0.00009079018,0.02021043,0.4237586,0.0424282,0.01341667,0.01309298,0.4132367,0.0001605557],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9307417,0.0002775368,0.00546048,0.001623343,0.00002477169,0.0002271818,0.0001071569,0.00005481292,0.06148304],"genre_scores_gemma":[0.9768381,0.0004288281,0.007710604,0.0002496095,0.00001127759,0.0001331847,0.0000977315,0.00002254048,0.01450817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04529573,"threshold_uncertainty_score":0.09006411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276404999152727,"score_gpt":0.2555707207821797,"score_spread":0.2428066707906525,"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."}}