{"id":"W2149403045","doi":"10.1142/s2345748114500018","title":"Converging Opportunities: Environmental Compliance and Citizen Science","year":2014,"lang":"en","type":"article","venue":"Chinese Journal of Urban and Environmental Studies","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Institute for Sustainable Development","funders":"","keywords":"Environmental compliance; Enforcement; Compliance (psychology); Business; Accountability; Audit; Promotion (chess); Work (physics); Environmental audit; Value (mathematics); Environmental regulation; Environmental planning; Environmental resource management; Accounting; Political science; Environmental protection; Engineering; Economics; 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":[0.02721316,0.0008030977,0.001166493,0.005411169,0.007462325,0.01837768,0.001741763,0.01024759,0.01774543],"category_scores_gemma":[0.02455473,0.000483167,0.0009150665,0.004205855,0.02657664,0.04671381,0.02035753,0.01226405,0.002414252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006614146,"about_ca_system_score_gemma":0.01330801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003000222,"about_ca_topic_score_gemma":0.003880558,"domain_scores_codex":[0.9850407,0.009084005,0.0003083609,0.001259544,0.002557191,0.00175017],"domain_scores_gemma":[0.9726136,0.01412199,0.001456337,0.00228146,0.004006937,0.005519621],"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":[0.00005989641,0.0001284993,0.001968805,0.0002703816,0.00003268294,0.0002485011,0.004214562,0.0002613889,0.0001640365,0.8844305,0.04029784,0.06792291],"study_design_scores_gemma":[0.00001907316,0.00004895844,0.001112403,0.0006263469,0.00001296273,0.000134313,0.01198711,0.0004663088,0.0002225248,0.8053216,0.1800021,0.00004628817],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01525724,0.02937445,0.01440156,0.7888905,0.004896274,0.00007706554,0.0002111843,0.0001453438,0.1467462],"genre_scores_gemma":[0.7166899,0.05813564,0.03243107,0.1401147,0.008506984,0.0003893393,0.0004292685,0.0002092689,0.04309377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02721316,"threshold_uncertainty_score":0.1439188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08898537614762395,"score_gpt":0.2756663610378007,"score_spread":0.1866809848901768,"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."}}