{"id":"W4407973770","doi":"10.2139/ssrn.5081944","title":"Learning and Uncertainty in Spatial Resource Management <br>","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Resource (disambiguation); Environmental resource management; Computer science; 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":[0.008028356,0.0004521934,0.001508825,0.001548381,0.001024167,0.004179816,0.001661011,0.002192127,0.005474156],"category_scores_gemma":[0.06525945,0.000622477,0.0007507431,0.002353378,0.003872265,0.00801828,0.002530501,0.002341202,0.0002468779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005124551,"about_ca_system_score_gemma":0.002158203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03002072,"about_ca_topic_score_gemma":0.01985166,"domain_scores_codex":[0.9969311,0.001762923,0.0001735411,0.0004638545,0.0003590031,0.0003096155],"domain_scores_gemma":[0.9144751,0.0784701,0.003050942,0.001196569,0.001824861,0.0009823669],"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":[0.0001409772,0.00006418313,0.006647483,0.00009817037,0.0000823138,0.00008684963,0.0003067203,0.7260942,0.00008351554,0.2305464,0.001777465,0.03407181],"study_design_scores_gemma":[0.000007948041,0.00001789876,0.0006121914,0.00001948209,0.0000125747,0.00001474484,0.0001369901,0.7268069,0.00007399263,0.2716825,0.0005987645,0.00001606519],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3167116,0.004270216,0.6452307,0.01482777,0.0002307411,0.00006864475,0.0005229214,0.0002412968,0.01789615],"genre_scores_gemma":[0.9794678,0.0008542951,0.01525619,0.0001954845,0.0001480051,0.0000409354,0.0001193597,0.00003355419,0.003884254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03002072,"threshold_uncertainty_score":0.05969197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003825794120757216,"score_gpt":0.2227181784823419,"score_spread":0.2188923843615847,"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."}}