{"id":"W2091748280","doi":"10.1002/sres.801","title":"Systemic methodologies in regional sustainable development","year":2006,"lang":"en","type":"article","venue":"Systems Research and Behavioral Science","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Comprehension; Sustainable development; Perception; Process (computing); State (computer science); Process management; Political science; Environmental resource management; Business; Computer science; Geography; Management science; Sociology; Engineering; Psychology; Economics; Neuroscience; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.04853205,0.0001705687,0.0004417935,0.002279616,0.001296502,0.0021988,0.001579489,0.00009202597,0.00002929958],"category_scores_gemma":[0.001565658,0.0001137094,0.00004057539,0.005581597,0.001160344,0.0008947611,0.001116177,0.0003094756,0.00009915148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005003053,"about_ca_system_score_gemma":0.0008685742,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008989573,"about_ca_topic_score_gemma":0.0007747007,"domain_scores_codex":[0.9895797,0.000887109,0.001174212,0.001099843,0.005793487,0.001465633],"domain_scores_gemma":[0.9952493,0.001652944,0.0001921987,0.0006715574,0.001984426,0.0002495581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001891952,0.0004755492,0.417943,0.0001582912,0.000004059136,0.001166164,0.003456428,0.0009313853,0.04163931,0.4492594,0.01858517,0.0661921],"study_design_scores_gemma":[0.001276342,0.0005767457,0.6536682,0.0005919045,0.000003133935,0.0008981219,0.1156349,0.002370637,0.0009289003,0.1258236,0.09727799,0.0009495892],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906419,0.003749948,0.001757779,0.00007322475,0.0002619651,0.0006840538,0.000001753177,0.00003781422,0.002791553],"genre_scores_gemma":[0.9855086,0.000004372394,0.001535205,0.000003661947,0.0000814263,0.0001002732,5.026457e-7,0.00000720665,0.01275872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3234358,"threshold_uncertainty_score":0.998837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6577119249856236,"score_gpt":0.5783541707875737,"score_spread":0.07935775419804991,"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."}}