{"id":"W4400236640","doi":"10.1016/j.reseneeco.2024.101449","title":"Learning and uncertainty in spatial resource management","year":2024,"lang":"en","type":"article","venue":"Resource and Energy Economics","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Environmental resource management; Natural resource economics; Computer science; Economics","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":[0.005900115,0.0003428521,0.0008863157,0.0009998484,0.0007337278,0.00367395,0.0009490651,0.001902126,0.002861978],"category_scores_gemma":[0.03834304,0.0003526241,0.000441743,0.001143501,0.005125623,0.006080446,0.001683141,0.001496853,0.0001296253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003317601,"about_ca_system_score_gemma":0.001690562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01118403,"about_ca_topic_score_gemma":0.01003792,"domain_scores_codex":[0.9976475,0.001532914,0.0001053675,0.0002107563,0.0002979356,0.0002055729],"domain_scores_gemma":[0.950572,0.04513925,0.001911864,0.0006356399,0.001121788,0.0006193434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009930258,0.0001019726,0.005366583,0.0001612092,0.00009662894,0.0001328449,0.0005219446,0.4844799,0.0001347858,0.4699308,0.001554455,0.03741969],"study_design_scores_gemma":[0.000008619058,0.00001714906,0.0008782804,0.00002717664,0.00001042479,0.0000154925,0.0002645016,0.2279013,0.00007615492,0.7698865,0.0008960642,0.00001832063],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5156713,0.008893031,0.3937208,0.03319368,0.0003933695,0.00007295985,0.0002299255,0.0001168876,0.04770802],"genre_scores_gemma":[0.9919271,0.0009764582,0.005457201,0.000181644,0.0001193925,0.00001957561,0.00001863058,0.000008506076,0.001291458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01118403,"threshold_uncertainty_score":0.03120315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0415847526919091,"score_gpt":0.3052875892346647,"score_spread":0.2637028365427556,"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."}}