{"id":"W4391300715","doi":"10.18192/clg-cgl.v8i1.7003","title":"Imagining a Post-Pandemic Reality through an Arts-based Methodological Framework","year":2023,"lang":"en","type":"article","venue":"Culture and Local Governance","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"The arts; Sociology; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0007474415,0.0001403086,0.0002083349,0.000006145905,0.0005807281,0.0001058989,0.000189517,0.0002690344,0.000192339],"category_scores_gemma":[0.0007183321,0.00009832679,0.00005496163,0.0004179048,0.0004326258,0.000316804,0.00005769898,0.0003728435,0.00002786251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009030777,"about_ca_system_score_gemma":0.0001288691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003556547,"about_ca_topic_score_gemma":0.001474189,"domain_scores_codex":[0.998537,0.0001903716,0.0001749938,0.0003455342,0.0003385922,0.0004135256],"domain_scores_gemma":[0.9993244,0.0001974539,0.00009303635,0.0001311008,0.0001057043,0.0001482696],"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":[0.0002363824,0.0001319228,0.01700404,0.00005583998,0.00006371501,0.0001296377,0.07580974,0.0002492383,0.0006839696,0.3949483,0.2928495,0.2178377],"study_design_scores_gemma":[0.0001607033,0.00006484023,0.02509187,0.00006791416,0.00001068304,0.000002430717,0.01176071,0.0001045111,0.00008841685,0.007845447,0.9545789,0.0002235285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.496773,0.009007344,0.1117026,0.2284042,0.003515982,0.002090645,0.00041347,0.003558936,0.1445337],"genre_scores_gemma":[0.9646672,0.001980734,0.008880695,0.005792886,0.0007650458,0.00003561628,0.00005899917,0.00001559492,0.0178032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6617295,"threshold_uncertainty_score":0.5376458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2528473614282494,"score_gpt":0.4428286277549611,"score_spread":0.1899812663267117,"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."}}