{"id":"W4413188575","doi":"10.1109/isas66241.2025.11101854","title":"Land Portfolio Managed Decision Support System For Renewable Energy Investments","year":2025,"lang":"en","type":"article","venue":"","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Portfolio; Renewable energy; Decision support system; Environmental economics; Business; Computer science; Natural resource economics; Finance; Economics; Engineering; Electrical engineering","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":[0.0008624291,0.0007851062,0.0006215184,0.001510887,0.0003239911,0.001705016,0.0008752104,0.0007392594,0.01924962],"category_scores_gemma":[0.002275515,0.000256334,0.0005360447,0.0008913887,0.0001245875,0.001252351,0.0008108976,0.0005139023,0.004555158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005003602,"about_ca_system_score_gemma":0.0005150705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00193199,"about_ca_topic_score_gemma":0.001955151,"domain_scores_codex":[0.9996181,0.00007538218,0.00005817234,0.00008502405,0.0001330963,0.00003028158],"domain_scores_gemma":[0.9993308,0.0003040501,0.00007141355,0.00008951707,0.0001349036,0.00006945211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001892487,0.0009718507,0.01091863,0.000691607,0.0002755716,0.001100695,0.0003238682,0.1110539,0.0202082,0.009049039,0.06316575,0.7803484],"study_design_scores_gemma":[0.0002841206,0.0001476829,0.003621547,0.00006707406,0.00005785156,0.0002209099,0.00008451264,0.9380088,0.01395911,0.009249858,0.03424254,0.00005596972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1106485,0.001191164,0.6488016,0.0008072822,0.0003013936,0.000963916,0.01310522,0.2017595,0.02242139],"genre_scores_gemma":[0.638366,0.0007145293,0.3285622,0.0004180926,0.0001239275,0.0009723897,0.01384355,0.001470243,0.015529],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01924962,"threshold_uncertainty_score":0.06439638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008994207472996195,"score_gpt":0.2278607288290115,"score_spread":0.2188665213560153,"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."}}