{"id":"W4380685483","doi":"10.1007/s11625-023-01340-1","title":"Disrupting the opportunity narrative: navigating transformation in times of uncertainty and crisis","year":2023,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Stockholms Universitet; Swedish Institute","keywords":"Transformative learning; Formative assessment; Climate change; Narrative; Poverty; Agency (philosophy); Social transformation; Political science; Social change; Sociology; Economic growth; Social science; Ecology; Economics","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":[0.003564378,0.0000540877,0.000113667,0.0001276947,0.00037509,0.00003013621,0.00008424991,0.00002331606,0.00003099583],"category_scores_gemma":[0.002105199,0.00003441498,0.00002725972,0.002151132,0.0008721297,0.0003064966,0.00007059399,0.0002204803,6.948129e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001943575,"about_ca_system_score_gemma":0.0006081937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001755018,"about_ca_topic_score_gemma":0.00008656862,"domain_scores_codex":[0.9989665,0.00008064826,0.0002100421,0.0001686691,0.0003190246,0.0002551249],"domain_scores_gemma":[0.9991388,0.000142166,0.0000373476,0.0001596904,0.0004336451,0.00008835757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001852602,0.0003242022,0.3517202,0.002289778,0.00001860749,0.00003744224,0.2650779,0.004467182,0.01199214,0.01670971,0.0001999638,0.3469776],"study_design_scores_gemma":[0.000496735,0.0002582088,0.395271,0.00008847156,0.000008751815,0.00001658901,0.5040834,0.08227395,0.002597863,0.01466617,0.0001356948,0.0001031732],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821535,0.00001199992,0.000037792,0.01658326,0.00001581489,0.0004507656,0.000001898659,0.00002362557,0.0007213874],"genre_scores_gemma":[0.9998245,0.00001000529,0.00002090088,0.00005456872,0.000007240624,0.00002034939,0.000002163942,0.000002189767,0.00005810377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3468744,"threshold_uncertainty_score":0.3213398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02747108660050903,"score_gpt":0.3978307204750424,"score_spread":0.3703596338745334,"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."}}