{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.016915,0.0006204335,0.0005430192,0.001329388,0.004724903,0.01153804,0.001951701,0.004676037,0.01369026],"category_scores_gemma":[0.02666033,0.0002980156,0.000454001,0.001814658,0.01899024,0.01739972,0.009168925,0.008580843,0.001490037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00921909,"about_ca_system_score_gemma":0.0207497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008617055,"about_ca_topic_score_gemma":0.01100976,"domain_scores_codex":[0.9940814,0.003848083,0.000133938,0.0003876548,0.0009770744,0.0005718388],"domain_scores_gemma":[0.9884419,0.005860659,0.0007453195,0.001419581,0.00161361,0.001918934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001713053,0.00002582014,0.0004898627,0.0001966299,0.00002150817,0.00009062032,0.002153232,0.001515157,0.00006285257,0.9009917,0.04585348,0.04858213],"study_design_scores_gemma":[0.000006083546,0.0000230147,0.0003611405,0.000402409,0.000005474186,0.00003508754,0.002774653,0.0006353772,0.0000638471,0.8538615,0.1418156,0.00001595135],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006501966,0.01997524,0.05808919,0.6808527,0.003110446,0.0001375483,0.0002576284,0.0002464609,0.2308289],"genre_scores_gemma":[0.7883304,0.04984217,0.03686677,0.08630501,0.003832124,0.0004657755,0.0003658816,0.0003978887,0.03359389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.016915,"threshold_uncertainty_score":0.0894562,"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."}}