{"id":"W6963029133","doi":"10.17863/cam.82324","title":"Enforcement practice, development assistance and servicing clients: progressing compliance with wastewater discharge regulations in industrialised north Vietnam","year":2021,"lang":"en","type":"dissertation","venue":"Apollo (University of Cambridge)","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enforcement; Agency (philosophy); Context (archaeology); Government (linguistics); Civil society; Compliance (psychology); Best practice; Investment (military)","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":[0.002490626,0.00013803,0.000216287,0.0006580151,0.006530148,0.003309623,0.001054795,0.0006239414,0.002194639],"category_scores_gemma":[0.005146521,0.0004161036,0.00009647557,0.00155229,0.006292021,0.001262512,0.003014952,0.001262257,0.0001307921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01779844,"about_ca_system_score_gemma":0.01987472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3867162,"about_ca_topic_score_gemma":0.5200699,"domain_scores_codex":[0.9974796,0.001249481,0.000104,0.0002197006,0.0003337945,0.0006133826],"domain_scores_gemma":[0.9959922,0.001604621,0.0008421651,0.0001609937,0.0005612191,0.0008387538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002152162,0.0001182361,0.07174051,0.00008023507,0.000004429365,0.001200316,0.9101865,0.0001988667,0.0006290572,0.003255265,0.0004063311,0.01215877],"study_design_scores_gemma":[0.000004139932,0.00004395474,0.03571449,0.00005622803,0.000002635547,0.0001275362,0.9577774,0.0002773175,0.0001655254,0.000208538,0.00561453,0.000007769875],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960517,0.00005776194,0.00009052276,0.0006284277,0.000002567539,0.00001971483,0.000007204921,0.000001787419,0.003140316],"genre_scores_gemma":[0.997983,0.0001021975,0.00009758077,0.00005188321,7.783587e-7,0.00001055925,0.000008375083,0.000001595762,0.00174402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3867162,"threshold_uncertainty_score":0.7689306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0253511176256776,"score_gpt":0.2350886085718031,"score_spread":0.2097374909461255,"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."}}