{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002172646,0.0000761814,0.0001022753,0.00006483772,0.00004634614,0.00003903016,0.00006474766,0.0000399774,0.000004152045],"category_scores_gemma":[0.00002970316,0.00007351255,0.00001386812,0.00003185837,0.00001879006,0.00009742437,0.00001370819,0.0000555381,4.421352e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003137218,"about_ca_system_score_gemma":0.00001891235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004781833,"about_ca_topic_score_gemma":0.0004658641,"domain_scores_codex":[0.9995338,0.00001988652,0.0001529719,0.0001001848,0.00005891883,0.0001342947],"domain_scores_gemma":[0.9997568,0.00008981727,0.00003394664,0.00006794228,0.00003035248,0.00002121232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002823393,0.00004214743,0.2089407,0.001232027,0.00004877562,4.188178e-7,0.006833118,0.3483492,0.232533,0.1790583,0.003427519,0.01950646],"study_design_scores_gemma":[0.001851035,0.0002210001,0.3041205,0.0005788588,0.00003090665,0.000005711437,0.01538169,0.4602668,0.004835099,0.1966171,0.01536526,0.0007260587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941412,0.0002067447,0.001901585,0.00007891456,0.00003244509,0.0001357728,0.000001825897,0.0000217066,0.003479799],"genre_scores_gemma":[0.9964235,0.000006997442,0.003345345,0.00001349209,0.00009991258,0.00002674483,0.000006657358,0.00001246196,0.00006485246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2276979,"threshold_uncertainty_score":0.2997755,"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."}}