{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00795998,0.0007446017,0.0003572842,0.002376658,0.001240707,0.00391734,0.0008209539,0.0007743335,0.005723934],"category_scores_gemma":[0.005700021,0.0002509503,0.0004816673,0.003144496,0.007125742,0.002450137,0.001873996,0.001308021,0.0003770679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008956864,"about_ca_system_score_gemma":0.006769706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01348893,"about_ca_topic_score_gemma":0.01969229,"domain_scores_codex":[0.9940963,0.004847375,0.0001278512,0.0003030482,0.0005072368,0.0001182574],"domain_scores_gemma":[0.9956012,0.002981187,0.0002615366,0.0003756526,0.0006620685,0.0001183711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005231657,0.000009612363,0.0002918804,0.0001489254,0.00001691477,0.00004807869,0.001174601,0.007572819,0.0001293597,0.9453693,0.002841426,0.04239184],"study_design_scores_gemma":[0.00001270999,0.00002818072,0.0007713937,0.000380439,0.00002492344,0.00007721603,0.002274713,0.01626068,0.0003764345,0.8575188,0.1222597,0.00001486919],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01656197,0.02160611,0.6959966,0.01729583,0.000499514,0.0002202549,0.0001768099,0.0003391633,0.2473038],"genre_scores_gemma":[0.7697647,0.01235878,0.1952103,0.001004108,0.0003368924,0.0004744151,0.0001308101,0.0001419503,0.02057818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01348893,"threshold_uncertainty_score":0.06498688,"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."}}