{"id":"W2057673645","doi":"10.2495/sc060371","title":"Life cycle guarantors of sustainability","year":2006,"lang":"en","type":"article","venue":"WIT transactions on ecology and the environment","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Sustainability; Outreach; General partnership; Conversation; Business; Resource (disambiguation); Sustainable community; Public relations; Architectural engineering; Engineering; Sociology; Economic growth; Political science; Computer science; Economics; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001789432,0.00008905133,0.0001344107,0.00003952001,0.0001069295,0.00000454925,0.00005497201,0.00005518789,0.0001500614],"category_scores_gemma":[0.000004452711,0.0000669806,0.00004633039,0.00003909925,0.0002352658,0.00002879451,0.000002070263,0.0001094899,0.000004733121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009897268,"about_ca_system_score_gemma":0.00001713578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003301342,"about_ca_topic_score_gemma":0.000007092637,"domain_scores_codex":[0.9994838,0.00005167739,0.0001515955,0.0001018048,0.00006184114,0.0001493123],"domain_scores_gemma":[0.9996718,0.0001224634,0.00001871707,0.000148935,0.000004734381,0.00003334118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00006870083,0.0001822869,0.0008604926,0.0000481714,0.00007419039,0.000002527372,0.0001299793,0.9881953,0.00009499032,0.00618371,0.00006444696,0.004095226],"study_design_scores_gemma":[0.01955336,0.001291033,0.4544837,0.00004425416,0.0009066905,0.00003722599,0.007765227,0.2645705,0.01740823,0.2049202,0.02742843,0.00159122],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.837817,0.0002492587,0.159159,0.001092967,0.0001314176,0.0004359521,0.000004965415,0.00006423099,0.001045163],"genre_scores_gemma":[0.9993885,0.00008581099,0.0001074376,0.00004168972,0.00001118458,0.00007279713,8.165975e-7,0.000008999112,0.0002827627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7236248,"threshold_uncertainty_score":0.273139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002495674826375771,"score_gpt":0.1738965273560852,"score_spread":0.1714008525297095,"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."}}