{"id":"W4297319400","doi":"10.1515/9781789207361","title":"Urban Sustainability in the Arctic","year":2022,"lang":"en","type":"book","venue":"Berghahn Books","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Urban sustainability; Sustainability; Arctic; The arctic; Environmental science; Business; Environmental planning; Environmental resource management; Geography; Oceanography; Geology; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001568496,0.0002313669,0.0003293292,0.0001127048,0.001413304,0.00005643666,0.0007953715,0.0001943636,0.00069515],"category_scores_gemma":[0.0005402601,0.0001739479,0.0001961871,0.0001268517,0.001131874,0.00005160398,0.0002523862,0.0008403656,0.00003249045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001925612,"about_ca_system_score_gemma":0.002327893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01080255,"about_ca_topic_score_gemma":0.01195422,"domain_scores_codex":[0.9974754,0.0005998092,0.0003010334,0.0003677479,0.0007213385,0.0005347021],"domain_scores_gemma":[0.9986224,0.0006138734,0.0001528498,0.0004672935,0.00006970482,0.0000738357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005956536,0.00002146693,0.0005006492,0.00004030503,0.00002066675,0.00003293386,0.04402656,3.30851e-7,3.715574e-9,0.4572324,0.4974702,0.0006484807],"study_design_scores_gemma":[0.00008014276,0.00002503401,0.001124413,0.00001695354,0.00003055724,0.000001240703,0.01322823,1.800241e-7,1.380628e-8,0.1828334,0.8024899,0.0001698646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002203044,0.0009685162,0.000001340404,0.02589013,0.000257434,0.0007582002,0.00001439134,0.00005135208,0.9720366],"genre_scores_gemma":[0.06596918,0.0001261936,0.000007062514,0.001450052,0.0008458789,0.0001682155,0.00000980519,0.00002436621,0.9313992],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3050197,"threshold_uncertainty_score":0.9998867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02395438620879986,"score_gpt":0.3074873963205517,"score_spread":0.2835330101117519,"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."}}