{"id":"W2290318375","doi":"10.14288/1.0075167","title":"Implementing visions for sustainable development in regional land use planning","year":2008,"lang":"en","type":"article","venue":"Open Collections","topic":"Urban Planning and Valuation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Vision; Sustainable development; Regional planning; Environmental planning; Land-use planning; Business; Land use; Environmental resource management; Urban planning; Geography; Environmental science; Engineering; Political science; Civil engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003656186,0.00006239049,0.00007269705,0.0000462358,0.00346753,0.0002477458,0.0001238082,0.00002626092,0.000484207],"category_scores_gemma":[0.00007953855,0.00006385981,0.00001695264,0.0005134761,0.00002164386,0.0004093308,0.0001843201,0.00005539992,0.00001188839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002483404,"about_ca_system_score_gemma":0.00008258098,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009112269,"about_ca_topic_score_gemma":0.002680749,"domain_scores_codex":[0.9992234,0.00002150661,0.0001575058,0.0001855268,0.000116087,0.000295975],"domain_scores_gemma":[0.9997168,0.0001014465,0.00004344573,0.00007936642,0.00001715562,0.00004173803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003407994,0.00009104379,0.2942317,0.000002881054,0.000008929144,0.00001263256,0.00153584,0.006727279,0.00004220705,0.00003210278,0.6970766,0.0002046788],"study_design_scores_gemma":[0.0008372052,0.00004845808,0.2122305,0.00002196696,0.000005454166,0.00002130769,0.0007678408,0.003472583,0.000101104,0.0002554851,0.7820858,0.0001523015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.853049,0.00002156049,0.005592074,0.00021823,0.00008050397,0.002004179,0.000009507685,0.00005703523,0.1389679],"genre_scores_gemma":[0.4266549,0.000004616715,0.02374304,0.0001492492,0.00003029876,0.0006006043,0.00007987595,0.00001708542,0.5487203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4263941,"threshold_uncertainty_score":0.9978298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09657667970898741,"score_gpt":0.3185222418320772,"score_spread":0.2219455621230898,"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."}}