{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008555422,0.0000977333,0.0001232281,0.0001095666,0.00006391011,0.00002678593,0.0001390788,0.00006470029,0.00002942788],"category_scores_gemma":[0.000009057594,0.00009451769,0.00004053562,0.0001661941,0.000006236558,0.00004660685,0.00003184078,0.00002712155,0.00001751777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008397903,"about_ca_system_score_gemma":0.00002141327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005673412,"about_ca_topic_score_gemma":0.0003615586,"domain_scores_codex":[0.9993759,0.000003453388,0.0002210146,0.0001554698,0.00007884472,0.0001653342],"domain_scores_gemma":[0.9995537,0.0000509977,0.00001565304,0.0002920944,0.00004122282,0.00004628516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001352127,0.00003062096,0.0007355281,0.0002365086,0.000109072,0.000002138182,0.00001653096,0.7326872,0.0007542637,0.03773552,0.215488,0.01219111],"study_design_scores_gemma":[0.0006618152,0.00001599199,0.0003038383,0.00007987821,0.00004991561,0.000002017949,0.00002739306,0.8553213,0.01033012,0.01024732,0.1227639,0.0001965236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002219788,0.00005581426,0.9058629,0.00002211236,0.0002992215,0.0002023753,0.00001159929,0.0004824157,0.09084383],"genre_scores_gemma":[0.899209,0.00003278771,0.08444852,0.0002038944,0.00005312666,0.0005061386,0.0001003901,0.0000342829,0.01541188],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8969892,"threshold_uncertainty_score":0.385432,"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."}}