{"id":"W2412282349","doi":"10.2139/ssrn.2789801","title":"Using Proactive Legal Strategies for Corporate Environmental Sustainability","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Sustainability; Business; Corporate sustainability; Environmental law; Environmental resource management; Environmental planning; Environmental science; Political science; Ecology","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":[0.0005604006,0.0001402651,0.0001402464,0.00008229247,0.0004175142,0.0002005216,0.0001334939,0.00003133767,0.00002909117],"category_scores_gemma":[0.00003347176,0.00009403034,0.00009922162,0.00008759521,0.0001038884,0.001702864,0.0000486569,0.0002057072,0.00001330593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008921457,"about_ca_system_score_gemma":0.0006044749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003434033,"about_ca_topic_score_gemma":0.0001138946,"domain_scores_codex":[0.9983747,0.00001081518,0.0001952101,0.0001820745,0.0001548495,0.001082374],"domain_scores_gemma":[0.9994524,0.0000187765,0.0003112313,0.00009338839,0.0001150983,0.000009111015],"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":[0.0002162588,0.00006893864,0.01036709,0.00002018076,0.0001429877,0.000001454419,0.00002418903,0.00009246208,0.001705656,0.9585081,0.0001057868,0.02874687],"study_design_scores_gemma":[0.0008994827,0.00004534264,0.007684229,0.00001173204,0.00004586145,0.00002542313,0.007632402,0.0006061844,0.00003829317,0.9761562,0.006663318,0.0001915723],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8425858,0.0002873201,0.1522731,0.002392983,0.0002260276,0.0004733319,0.000002672841,0.00004853557,0.001710251],"genre_scores_gemma":[0.9978287,0.00005298612,0.00007678373,0.00008831041,0.0007687042,0.00001525454,0.00000163598,0.00001703648,0.001150643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1552428,"threshold_uncertainty_score":0.3834446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03237418228506017,"score_gpt":0.2546060505843193,"score_spread":0.2222318682992591,"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."}}