{"id":"W2240047001","doi":"10.5072/prism/28024","title":"The Central Role of Collaborative Planning in Shaping the Future of the Metropolis: An Evaluation of Collective Decision Making in the Calgary Metropolitan Region","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Regional science; Geography; Environmental planning; Archaeology","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":[0.006204635,0.000234441,0.0004551327,0.0003125274,0.001127834,0.0001060068,0.0009125175,0.0002605405,0.00001427867],"category_scores_gemma":[0.002784711,0.0001119248,0.0001251132,0.004229748,0.0005614407,0.0002707741,0.00004570717,0.0004366953,8.364569e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001400716,"about_ca_system_score_gemma":0.003551176,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006451895,"about_ca_topic_score_gemma":0.2097552,"domain_scores_codex":[0.9902545,0.006659063,0.0007398321,0.0002950434,0.001654124,0.0003974319],"domain_scores_gemma":[0.9935278,0.002380407,0.001161351,0.0004068307,0.002497498,0.00002606633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009178738,0.0001587383,0.01753137,0.00005821237,0.0001138957,0.000001573222,0.7031155,0.0009842997,0.0000929064,0.2600363,0.0002884882,0.0167008],"study_design_scores_gemma":[0.0003302588,0.0001069772,0.09552204,0.000418892,0.00009169409,1.626658e-7,0.8714707,0.00157402,0.0003585719,0.02950182,0.0005087997,0.0001160081],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9060462,0.007488351,0.0001094929,0.0005194706,0.0005505163,0.002880688,0.00001717072,0.000009610113,0.0823785],"genre_scores_gemma":[0.9992456,0.0001991415,0.00007633572,0.00004660633,0.0001581571,0.0001012566,0.0000154319,0.00001707247,0.0001403883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2305345,"threshold_uncertainty_score":0.9753379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03281910953690228,"score_gpt":0.3790983657169983,"score_spread":0.346279256180096,"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."}}