{"id":"W2627064951","doi":"","title":"Role of Educational Strategies for Human Resources in Green Infrastructure Operation and Maintenance","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business; Risk analysis (engineering); Environmental planning; Environmental resource management; Process management; Computer science; Environmental science","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":[0.004852937,0.0003835915,0.000174732,0.0008095425,0.001414315,0.004187556,0.001050024,0.001354926,0.01654786],"category_scores_gemma":[0.01064203,0.0001697383,0.0002243451,0.0003589248,0.001610594,0.001857844,0.002838074,0.001250114,0.001315187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00316871,"about_ca_system_score_gemma":0.01223359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006403708,"about_ca_topic_score_gemma":0.01593119,"domain_scores_codex":[0.9977732,0.001248646,0.00005287936,0.0001247335,0.0003197301,0.0004806868],"domain_scores_gemma":[0.9895408,0.005401876,0.000727838,0.0003576649,0.001034539,0.002937351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005680994,0.005715204,0.02673762,0.0008341359,0.00006427088,0.0005082843,0.007705673,0.005328399,0.003233184,0.149933,0.02269041,0.7766818],"study_design_scores_gemma":[0.0007046119,0.003083738,0.1639252,0.007078851,0.000358914,0.0005960555,0.06137275,0.02121789,0.02256848,0.2255924,0.4932902,0.0002110001],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4483202,0.003278107,0.02567354,0.06795167,0.0007881353,0.000590628,0.0002312334,0.0003667187,0.4527997],"genre_scores_gemma":[0.9754298,0.0008054758,0.009167706,0.001387568,0.00005808708,0.0001379656,0.00002688111,0.00001963147,0.01296676],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01654786,"threshold_uncertainty_score":0.05535811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004806365796550228,"score_gpt":0.2296680034329122,"score_spread":0.224861637636362,"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."}}