{"id":"W2346656778","doi":"","title":"Adaptive Management in Canadian Environmental Assessment Law: Exploring Uses and Limitations","year":2009,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Adaptive management; Context (archaeology); Process (computing); Environmental resource management; Resource management (computing); Environmental law; Management process; Environmental planning; Field (mathematics); Business; Risk analysis (engineering); Environmental management system; Computer science; Process management; Management science; Engineering; Political science; Management system; Environmental science; Operations management; Law; Geography; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005506658,0.0001744125,0.0001342091,0.00008372592,0.0003683026,0.00005865872,0.0001661802,0.00004602858,0.0001137254],"category_scores_gemma":[0.000003471539,0.0001746124,0.00004656542,0.000107972,0.0001083758,0.0006840725,0.00006013502,0.0007267434,0.0000563457],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006019289,"about_ca_system_score_gemma":0.0001022292,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02102179,"about_ca_topic_score_gemma":0.3000243,"domain_scores_codex":[0.9973421,0.000073289,0.0002171972,0.0002375724,0.0003089784,0.001820849],"domain_scores_gemma":[0.9995192,0.00002290951,0.0000636929,0.000101908,8.753105e-7,0.0002914718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004773377,0.0007174492,0.3017437,0.00000259978,0.0002104617,0.0001482466,0.002324086,0.001325368,0.001468344,0.2632845,0.00007862911,0.4286489],"study_design_scores_gemma":[0.0007463389,0.0004536573,0.8834775,0.00001302051,0.000033095,0.00007419225,0.009395667,0.0001665883,0.00002727387,0.1030273,0.002271619,0.0003137437],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950483,0.000225555,0.0002004881,0.0007246283,0.00007130285,0.000239938,0.000003747099,0.00001186609,0.04803953],"genre_scores_gemma":[0.9926209,0.005786447,0.0006368293,0.0004556296,0.00003444671,0.00001649493,0.000004670974,0.0000130839,0.0004314403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5817339,"threshold_uncertainty_score":0.9977964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0267624014957208,"score_gpt":0.2589049216551199,"score_spread":0.2321425201593991,"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."}}