{"id":"W3213822001","doi":"10.1007/s11186-021-09459-9","title":"Democracy underwater: public participation, technical expertise, and climate infrastructure planning in New York City","year":2021,"lang":"en","type":"article","venue":"Theory and Society","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Public participation; Democracy; Rationality; Scholarship; Citizen journalism; Public relations; Sociology; Public administration; Urban planning; Political science; Politics; Law; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009987601,0.00009335597,0.0001805095,0.0009506054,0.003787551,0.003919823,0.000676475,0.0009971618,0.01522254],"category_scores_gemma":[0.003380974,0.000160259,0.0001462364,0.001702265,0.002855303,0.003686458,0.003325889,0.00187222,0.0002663923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01261731,"about_ca_system_score_gemma":0.01260984,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6217503,"about_ca_topic_score_gemma":0.8186492,"domain_scores_codex":[0.9994509,0.0001834219,0.00001331197,0.0000452382,0.00007847876,0.0002285816],"domain_scores_gemma":[0.9971295,0.001247224,0.0003677325,0.0000545607,0.0002857391,0.0009152425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002755792,0.000916228,0.2911901,0.0002269134,0.00007426148,0.001263911,0.1849487,0.006202531,0.0004861319,0.3562847,0.08816627,0.06996477],"study_design_scores_gemma":[0.00007235091,0.00007764,0.3498806,0.0002468158,0.00006024851,0.00009781826,0.4878599,0.007577171,0.0003527287,0.03118699,0.1225197,0.00006806521],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8898331,0.0007060891,0.0004127999,0.03228622,0.00009120029,0.00003364812,0.0002581266,0.00001198175,0.07636686],"genre_scores_gemma":[0.9815248,0.000371125,0.00007959401,0.0002666364,0.00002937887,0.000022737,0.00006732129,0.000005472891,0.01763284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9962124,"threshold_uncertainty_score":0.7609546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571731774216317,"score_gpt":0.2722790728288585,"score_spread":0.2465617550866954,"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."}}