{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00168911,0.000125116,0.0001311275,0.0003377877,0.0002012556,0.0002806105,0.0006718262,0.00003251708,0.000004892246],"category_scores_gemma":[0.00001939129,0.0001169166,0.00003709873,0.0004485229,0.00002740768,0.0003488594,0.0004948527,0.0009776955,0.000008599983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000351965,"about_ca_system_score_gemma":0.0001807908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000501159,"about_ca_topic_score_gemma":0.0004687131,"domain_scores_codex":[0.9978918,0.0001060316,0.00022181,0.0003015476,0.0002202613,0.001258514],"domain_scores_gemma":[0.9996427,0.00003293834,0.000075629,0.0001900627,0.00001765994,0.00004104533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001009265,0.00002263638,0.0007056255,0.000009339482,0.00004113515,0.00001788594,0.00006099701,0.0002405317,0.00000937413,0.4120638,0.0001993828,0.5866191],"study_design_scores_gemma":[0.004117016,0.000578578,0.009871717,0.0002347309,0.00006690122,0.0001269586,0.00271968,0.07895036,0.00002411577,0.5365285,0.3660954,0.0006860629],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02196884,0.002725273,0.9215041,0.004749319,0.0003657235,0.0002945538,5.804253e-7,0.0001275817,0.04826396],"genre_scores_gemma":[0.9745772,0.004302328,0.002123439,0.0002906892,0.0001130938,0.000008580048,0.00000521744,0.00001055509,0.01856882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9526084,"threshold_uncertainty_score":0.476772,"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."}}