{"id":"W1975048623","doi":"10.3828/tpr.2011.43","title":"Conference report: <i>Planning's future – futures planning: planning in an era of global (un)certainty and transformation The 3rd World Planning Schools Congress Perth, Western Australia, 4–8 July 2011</i>","year":2011,"lang":"en","type":"article","venue":"Town Planning Review","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Certainty; Futures contract; Political science; Operations research; Geography; Engineering; Business; Finance","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":[],"consensus_categories":[],"category_scores_codex":[0.001481737,0.0005137171,0.0008701665,0.00003760457,0.0004344769,0.0001715326,0.0006629591,0.0002274952,0.0002224083],"category_scores_gemma":[0.00009310905,0.0002250272,0.0001448385,0.0005484929,0.0001694136,0.0008029977,0.0001079719,0.0008084069,0.000007669425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007228884,"about_ca_system_score_gemma":0.0000632192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003989759,"about_ca_topic_score_gemma":0.000119188,"domain_scores_codex":[0.9966255,0.0003543077,0.001180128,0.0006634705,0.0004843207,0.0006922461],"domain_scores_gemma":[0.9984993,0.0001667932,0.0006284356,0.0002464236,0.0002117176,0.0002473569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002532828,0.00008362925,0.9638904,0.0006628005,0.00005212093,0.0004366548,0.006493185,0.00007553606,0.0001891125,0.0001250649,0.00453833,0.02319993],"study_design_scores_gemma":[0.0003384167,0.0002225059,0.9737217,0.005137279,0.00007177606,0.0002127336,0.004154712,0.00004223123,0.00008276867,0.0005072831,0.01495692,0.0005516229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700449,0.02541666,0.00001419028,0.002003004,0.0003058415,0.0009759347,0.00004700699,0.0001006944,0.001091772],"genre_scores_gemma":[0.9979417,0.0004920725,0.0002056787,0.0005880625,0.0002164021,0.00006599288,0.0002455218,0.00000449367,0.0002401087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02789677,"threshold_uncertainty_score":0.9176344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0654144949371179,"score_gpt":0.3078591904327924,"score_spread":0.2424446954956745,"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."}}