{"id":"W2587627225","doi":"","title":"Failed Experiments: An Empirical Assessment of Adaptive Management in Alberta's Energy Resources Sector","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Mining and Resource Management","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Adaptive management; Statutory law; Rigour; Natural resource; Environmental resource management; Scholarship; Environmental planning; Political science; Business; Law; Economics; Geography","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":[0.0005960829,0.0001988385,0.00024274,0.0002934901,0.0000493776,0.00002186971,0.000298543,0.00006606632,0.00008802998],"category_scores_gemma":[0.000005153055,0.000137853,0.00008166945,0.0001750836,0.00003551026,0.0001129834,0.00005806788,0.0003867341,0.000004543604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003777,"about_ca_system_score_gemma":0.00008507748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001220772,"about_ca_topic_score_gemma":0.0007147104,"domain_scores_codex":[0.9976932,0.0001153832,0.000388841,0.0002133986,0.0003163704,0.001272846],"domain_scores_gemma":[0.9995248,0.00004789384,0.00008517235,0.0002279339,0.00002134079,0.00009291388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006300583,0.001811489,0.03524314,0.0001432842,0.005595624,0.0001670957,0.009121393,0.03737637,0.009100546,0.4049318,0.002155307,0.4937238],"study_design_scores_gemma":[0.04454739,0.01475293,0.1424042,0.003158805,0.000964007,0.0005175709,0.1295991,0.1728262,0.01261599,0.1018364,0.3691033,0.007674177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9211293,0.00100356,0.05089327,0.0002674666,0.0001939645,0.0001484191,0.000001642032,0.00007327059,0.02628905],"genre_scores_gemma":[0.9959328,0.001105173,0.0004813558,0.00002831714,0.0001093825,0.00002490113,0.000001112155,0.0000394214,0.002277576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4860497,"threshold_uncertainty_score":0.5621484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115450786844433,"score_gpt":0.2584934563530354,"score_spread":0.2473389484845911,"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."}}