{"id":"W4401134445","doi":"10.1080/09640568.2024.2371998","title":"Urban climate change adaptation planning using participatory scenarios: a systematic review of methods and approaches","year":2024,"lang":"en","type":"review","venue":"Journal of Environmental Planning and Management","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Climate change; Citizen journalism; Climate change adaptation; Adaptation (eye); Environmental planning; Futures contract; Environmental resource management; Work (physics); Scenario planning; Public participation; Urban planning; Political science; Geography; Environmental science; Business; Engineering; Psychology; Ecology; Public administration; Civil engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03083261,0.00213465,0.004970205,0.01772168,0.001391038,0.003660895,0.002581435,0.002068048,0.004352481],"category_scores_gemma":[0.08840051,0.001478799,0.006205408,0.0202469,0.001773775,0.004668611,0.003004167,0.002175259,0.0005520191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006371921,"about_ca_system_score_gemma":0.02875482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01219173,"about_ca_topic_score_gemma":0.03242065,"domain_scores_codex":[0.9763889,0.01199066,0.006490442,0.001237094,0.003465418,0.0004275584],"domain_scores_gemma":[0.900876,0.08175187,0.007284538,0.001808829,0.0077129,0.0005657255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008426628,0.0000440087,0.0005591905,0.7604444,0.001883228,0.00008346312,0.001049959,0.0004019786,0.0001719055,0.002047994,0.003117027,0.2301126],"study_design_scores_gemma":[0.00005681617,0.0001159035,0.001541081,0.9072493,0.007184506,0.0002010345,0.0009979688,0.0001576057,0.0002255568,0.001719904,0.08049813,0.00005221632],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004073673,0.9968897,0.0009110461,0.0005117577,0.0001462537,0.0004641357,0.0001839752,0.00001253545,0.0004732173],"genre_scores_gemma":[0.005061218,0.9907787,0.00283118,0.0002278279,0.00004185701,0.0008535739,0.000119065,0.00000772699,0.00007895703],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03083261,"threshold_uncertainty_score":0.1630604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5346444995816256,"score_gpt":0.4514089040601802,"score_spread":0.08323559552144544,"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."}}