{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001548469,0.0002580622,0.0004250393,0.0002655,0.0004543647,0.0001437057,0.0001729926,0.00009741906,0.00004383019],"category_scores_gemma":[0.00002225545,0.0002770326,0.00004978079,0.0006368647,0.00006938134,0.001140802,0.0001142208,0.0001889553,0.000008519144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000941632,"about_ca_system_score_gemma":0.000111318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005071127,"about_ca_topic_score_gemma":0.005987103,"domain_scores_codex":[0.9986044,0.00002170071,0.0002976764,0.0004185521,0.0004082965,0.0002494387],"domain_scores_gemma":[0.9985796,0.00002334498,0.0007360636,0.0002092572,0.0004317588,0.0000199329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005802902,0.001649396,0.8029637,0.01187113,0.002323683,0.0003477313,0.02434073,0.00179617,0.0007276982,0.03280976,0.006829871,0.1085373],"study_design_scores_gemma":[0.002652827,0.00001599545,0.8796729,0.003369321,0.0002376254,0.00000221218,0.04306407,0.001247284,0.00004694871,0.00001053534,0.06904007,0.0006402354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761649,0.0002665148,0.0002061228,0.0005412325,0.0002162969,0.0005642949,0.000006833274,0.00003911108,0.02199463],"genre_scores_gemma":[0.987282,0.00004049158,0.002015393,0.0001104225,0.00009199783,0.000005483902,0.001028743,0.00002588484,0.009399583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.107897,"threshold_uncertainty_score":0.9999682,"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."}}