{"id":"W2028405548","doi":"10.3166/rig.22.31-53","title":"Agent-based modeling of stakeholders’ interactions in a land development project in southern Alberta","year":2012,"lang":"en","type":"article","venue":"Revue internationale de géomatique","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Environmental planning; Environmental resource management; Development (topology); Business; Geography; Process management; Computer science; Environmental science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002180244,0.0001173915,0.0002739257,0.0009682807,0.00002968566,0.00007181476,0.0004118075,0.00004608108,0.0001873783],"category_scores_gemma":[0.001824516,0.000102571,0.00008474979,0.0005220906,0.00001418479,0.0002737275,0.00008428586,0.0001466057,0.00008038357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002463659,"about_ca_system_score_gemma":0.0001993438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006406641,"about_ca_topic_score_gemma":0.04301913,"domain_scores_codex":[0.9976172,0.0002184286,0.001138674,0.0002394552,0.0005564907,0.0002297237],"domain_scores_gemma":[0.9976017,0.001568435,0.0003191724,0.0002689765,0.0001863724,0.00005533328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007090924,0.0003761679,0.8651307,0.0000452986,0.00002181994,0.00001244298,0.03517013,0.08540393,0.0003558466,0.003323603,0.0001982845,0.009890834],"study_design_scores_gemma":[0.0007335853,0.00001128233,0.05126516,0.000832817,0.000002709269,0.00003919061,0.005900267,0.9335221,0.0001487871,0.003456424,0.003868487,0.0002191654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9208187,0.0001141763,0.07497535,0.0001310974,0.0001873564,0.000245851,0.000007974436,0.000009117421,0.00351039],"genre_scores_gemma":[0.9909325,8.700363e-7,0.006755428,0.00005188882,0.00005284577,0.0000647474,0.000004273671,0.00001181396,0.00212558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8481182,"threshold_uncertainty_score":0.9744433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3541068973573,"score_gpt":0.4093271989690304,"score_spread":0.05522030161173042,"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."}}