{"id":"W1518500395","doi":"","title":"Beyond Compliance: Sustainable Development, Business, and Proactive Law","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Regulation and Compliance Studies","field":"Business, Management and Accounting","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Status quo; Sustainable development; Corporate governance; Business; Compliance (psychology); Work (physics); Law and economics; Political science; Public economics; Economics; Law; Finance; Engineering","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":[0.0007824968,0.0001636021,0.0001778179,0.0001133001,0.0006080556,0.0003458877,0.0001585828,0.00003624403,0.00001203061],"category_scores_gemma":[0.00005014022,0.0001401776,0.00002578408,0.0003892767,0.00009665968,0.001341294,0.0001396593,0.0004266893,0.00007442469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003641832,"about_ca_system_score_gemma":0.0006585038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001855621,"about_ca_topic_score_gemma":0.000598948,"domain_scores_codex":[0.9980266,0.000008541626,0.0002044358,0.0001870277,0.0002481943,0.001325216],"domain_scores_gemma":[0.9990073,0.0000078105,0.0001778326,0.00008838405,0.0006955459,0.00002314088],"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":[0.00005781866,0.00003651066,0.003869506,0.00003482535,0.00008904016,0.000005524184,0.0001123394,0.00001652952,0.00000696885,0.9870088,0.001221741,0.007540404],"study_design_scores_gemma":[0.001219313,0.00001898999,0.01874714,0.00002762549,0.00003438781,0.00008244927,0.01250391,0.0001164679,0.000009949795,0.723513,0.2434245,0.0003023007],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3948929,0.01102274,0.01095708,0.01148362,0.0008711273,0.0009384234,6.087118e-7,0.0003086666,0.5695248],"genre_scores_gemma":[0.9909703,0.0001393741,0.0001699223,0.0006747087,0.0006981498,0.00001274029,0.000004712485,0.00002066667,0.007309427],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5960774,"threshold_uncertainty_score":0.5716278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02706459951998921,"score_gpt":0.2433167248103446,"score_spread":0.2162521252903553,"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."}}