{"id":"W101635020","doi":"10.69645/cywr4770","title":"Sustainability and business risk","year":2011,"lang":"en","type":"article","venue":"˜The œbusiness & management collection.","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Sustainability; Business; Sustainable business; Risk analysis (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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004251744,0.0002512404,0.0001577956,0.0001100812,0.0009666482,0.00007875413,0.000314082,0.00006004071,0.001828554],"category_scores_gemma":[0.00002966235,0.0001969626,0.00003650369,0.002019009,0.000454426,0.0003738384,0.0007714586,0.0001194856,0.0001973865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006011662,"about_ca_system_score_gemma":0.00001790633,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006940394,"about_ca_topic_score_gemma":0.0005100735,"domain_scores_codex":[0.9983948,0.00008599182,0.0002519535,0.0004872975,0.0003139803,0.0004659782],"domain_scores_gemma":[0.9992951,0.00002780074,0.000117891,0.0004360593,0.00003718778,0.00008601131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004022526,0.000812059,0.7438162,0.0002895836,0.0002394529,0.0001078779,0.004249617,0.002490542,0.00001958105,0.001491616,0.056163,0.1899182],"study_design_scores_gemma":[0.0004393951,0.00001285627,0.9277139,0.000004533223,0.00006721055,0.000009338414,0.001573815,0.0002529887,0.000009641747,0.009879797,0.05978231,0.0002542447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8013288,0.0001098773,0.004828327,0.001138049,0.0004996229,0.001911086,0.000003308071,0.0002268592,0.189954],"genre_scores_gemma":[0.9685342,0.0003815656,0.0008746257,0.0002731438,0.00004361878,0.0002170185,0.000004673287,0.00002872447,0.02964241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.189664,"threshold_uncertainty_score":0.9996725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007897369012134243,"score_gpt":0.1901929737297821,"score_spread":0.1822956047176479,"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."}}