{"id":"W2002702948","doi":"10.3152/147154601781767140","title":"Virtual tools for complex problems: an overview of the<i>Atlas<sup>NW</sup></i>regional interactive sustainability atlas for planning for sustainable development.","year":2001,"lang":"en","type":"article","venue":"Impact Assessment and Project Appraisal","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Atlas (anatomy); Work (physics); Principal (computer security); Sustainable development; Computer science; Software; Gateway (web page); Environmental planning; Political science; Geography; Engineering; World Wide Web; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.001371157,0.0003966294,0.0005366495,0.00004800022,0.0008024852,0.0003422131,0.0004161541,0.0001549624,0.00003290961],"category_scores_gemma":[0.0006276111,0.0001662838,0.0003153179,0.0004240426,0.000173546,0.00119378,0.0001820889,0.0001575431,1.46175e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003757015,"about_ca_system_score_gemma":0.0007354534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003064036,"about_ca_topic_score_gemma":0.0001201971,"domain_scores_codex":[0.9974558,0.0001820837,0.0006128738,0.0005858696,0.0002844224,0.0008789418],"domain_scores_gemma":[0.9959042,0.002538044,0.0003152738,0.0001321389,0.0009707732,0.0001395398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01101427,0.003641295,0.4945022,0.00408332,0.001073638,0.00001072127,0.02506532,0.001142685,0.009400231,0.03006777,0.03982205,0.3801765],"study_design_scores_gemma":[0.002741524,0.004390222,0.6440338,0.0001381271,0.00009276545,0.00001833844,0.06038034,0.006859273,0.0004609749,0.0118227,0.268099,0.0009629303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991291,0.0001215204,0.000882145,0.001222381,0.00006017143,0.006123157,0.00009931186,0.00005657806,0.0001437462],"genre_scores_gemma":[0.9952195,0.000021804,0.00192955,0.00008375523,0.0001849681,0.001346909,0.0007362183,0.000006802291,0.0004705081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3792136,"threshold_uncertainty_score":0.6780857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.110832078346772,"score_gpt":0.411668406908527,"score_spread":0.3008363285617551,"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."}}