{"id":"W2036431127","doi":"10.1145/2209249.2209261","title":"An information strategy for environmental sustainability","year":2012,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Université Laval","funders":"","keywords":"Sustainability; Computer science; Business; Environmental resource management; Risk analysis (engineering); 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":[0.005656236,0.0005596551,0.0003236067,0.003033419,0.004247849,0.01100983,0.001480916,0.006806929,0.02381029],"category_scores_gemma":[0.01429088,0.0002721481,0.0003470492,0.003106902,0.007089671,0.02182409,0.005620391,0.002822554,0.003942363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004873875,"about_ca_system_score_gemma":0.009231765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007622246,"about_ca_topic_score_gemma":0.007011474,"domain_scores_codex":[0.9963815,0.002038673,0.000128185,0.0002841406,0.0008484277,0.0003190604],"domain_scores_gemma":[0.994059,0.003330831,0.0002603261,0.0005123324,0.001202018,0.0006354345],"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":[0.00001282839,0.00001639453,0.0000973545,0.00006047733,0.000004437185,0.00006140686,0.0009630006,0.0002665416,0.0001060013,0.9395704,0.03761144,0.02122987],"study_design_scores_gemma":[0.00001888866,0.00002418356,0.0001717702,0.000228989,0.00001077634,0.00008307047,0.002822969,0.001153924,0.000393418,0.5000658,0.4950118,0.00001436436],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006882127,0.008405187,0.03904889,0.2104809,0.001158115,0.0002074643,0.0003104086,0.00029201,0.7332149],"genre_scores_gemma":[0.5972679,0.01351556,0.04757586,0.02650989,0.001567304,0.0006059806,0.0004790438,0.000284111,0.3121943],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02381029,"threshold_uncertainty_score":0.07965338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02558741293536286,"score_gpt":0.2899984766593972,"score_spread":0.2644110637240343,"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."}}