{"id":"W3133347052","doi":"10.1080/14649357.2021.1885868","title":"Post-Pandemic Planning: Beyond “Stifling Paradigms”. Achieving Transformation Requires Grappling with the Tiresome and Low Profile","year":2021,"lang":"en","type":"article","venue":"Planning Theory & Practice","topic":"Regional resilience and development","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transformation (genetics); Pandemic; Political science; Coronavirus disease 2019 (COVID-19); Medicine; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002226946,0.0001792905,0.0002470991,0.0001160836,0.0005656293,0.0002411471,0.0001715982,0.00007798497,0.00002855338],"category_scores_gemma":[0.0008077587,0.0001455801,0.00004277011,0.0002413103,0.00009796078,0.001069324,0.0000472847,0.0003937936,0.00005120434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004807399,"about_ca_system_score_gemma":0.0001002617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000150163,"about_ca_topic_score_gemma":0.000001245612,"domain_scores_codex":[0.9986803,0.0001100862,0.0003940793,0.0003889239,0.0001111771,0.000315415],"domain_scores_gemma":[0.9975928,0.001670218,0.0003672735,0.0002229894,0.0000705611,0.00007616472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002102479,0.0002066519,0.07668091,0.0003072548,0.0005385954,0.0003606316,0.06473891,0.01072112,0.001810074,0.8291324,0.000533769,0.01286714],"study_design_scores_gemma":[0.006004808,0.001105525,0.2365479,0.002622056,0.0004716765,0.004691076,0.1237135,0.02156433,0.004689404,0.1977308,0.3964363,0.004422655],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9359268,0.01081153,0.01882425,0.003717052,0.0001275754,0.0002929963,0.00002091059,0.00007632832,0.03020258],"genre_scores_gemma":[0.9954528,0.0002974228,0.002041212,0.001613458,0.00008202736,0.0000440103,0.0000404835,0.00002435264,0.0004042348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6314017,"threshold_uncertainty_score":0.5936582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02916840443092824,"score_gpt":0.2658648944290679,"score_spread":0.2366964899981397,"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."}}