{"id":"W2310216532","doi":"10.37099/mtu.dc.etdr/50","title":"PERSPECTIVES ON ENVIRONMENTAL MANAGEMENT SYSTEM REQUIREMENTS","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Legislation; Context (archaeology); Business; Environmental planning; Environmental compliance; Environmental management system; Environmental resource management; Management system; Engineering; Operations management; Political science; Environmental protection; Geography","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":[0.01775037,0.0007083855,0.0003763285,0.002094422,0.00571978,0.01213713,0.002577457,0.004960652,0.0104264],"category_scores_gemma":[0.01819743,0.0008194514,0.0009145845,0.00231208,0.007042469,0.01515113,0.006939936,0.00463492,0.001248452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007854744,"about_ca_system_score_gemma":0.007461868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01041724,"about_ca_topic_score_gemma":0.006974511,"domain_scores_codex":[0.9673005,0.01514861,0.002158639,0.002039201,0.009715397,0.003637601],"domain_scores_gemma":[0.973822,0.01491051,0.001557644,0.001926495,0.007009321,0.0007739441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004352747,0.0001877547,0.004936622,0.0006234059,0.00002450093,0.002406471,0.07840528,0.004686251,0.005157933,0.8338562,0.01275961,0.05691236],"study_design_scores_gemma":[0.00002153129,0.0001749386,0.005010658,0.0008099979,0.00002078806,0.001567705,0.07454717,0.004189631,0.003458735,0.09534833,0.8147421,0.0001084194],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1159709,0.001945005,0.1011936,0.07574383,0.0003078419,0.0003317988,0.0003810635,0.0004361646,0.7036898],"genre_scores_gemma":[0.8908505,0.002348204,0.05521267,0.005974658,0.000309674,0.0005167742,0.0006700131,0.000567264,0.04355028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01775037,"threshold_uncertainty_score":0.09387404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01519115383539275,"score_gpt":0.2914615914592072,"score_spread":0.2762704376238144,"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."}}