{"id":"W2245799436","doi":"","title":"Building Sustainability: Definitions, Process and Case","year":2011,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sustainability; Process (computing); Process management; Computer science; Engineering; Programming language; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001117649,0.0002359462,0.0003071128,0.0003092808,0.0001819134,0.00002498646,0.0001492102,0.0002313819,0.00007106746],"category_scores_gemma":[0.00001471351,0.0002998542,0.00007379414,0.0001737862,0.00006059092,0.0002116461,0.00002760807,0.0002347328,0.000002884229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000147184,"about_ca_system_score_gemma":0.0001131743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008187093,"about_ca_topic_score_gemma":0.003615906,"domain_scores_codex":[0.9991865,0.00002565717,0.000110696,0.0002645474,0.0001278582,0.0002847883],"domain_scores_gemma":[0.9993546,0.00003036497,0.00007558671,0.0002043184,0.0002339501,0.0001011849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000693394,0.000596707,0.002828523,0.05489695,0.001808442,0.02204606,0.7489501,0.004804747,0.004522108,0.04344358,0.004790458,0.110619],"study_design_scores_gemma":[0.0008560324,0.0001410407,0.0006679474,0.0004270026,0.0004860341,0.0002434617,0.9712178,0.002180263,0.002974264,0.01931151,0.0005706507,0.0009240346],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978573,0.0003873113,0.0002201438,0.00003403337,0.0001363953,0.0003082443,0.00001621025,0.0001888381,0.0008514834],"genre_scores_gemma":[0.9548004,0.0003072032,0.003374735,0.000003161991,0.00002386918,0.000002682176,0.00008747297,0.00005730619,0.04134312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2222677,"threshold_uncertainty_score":0.9999453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197153109687349,"score_gpt":0.2159266706386319,"score_spread":0.2039551395417584,"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."}}