{"id":"W4402394238","doi":"10.4324/9781003336136","title":"Planning and Urban Design for Attractive Arctic Cities","year":2024,"lang":"en","type":"book","venue":"","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental planning; Urban design; Arctic; Geography; The arctic; Urban planning; Engineering; Civil engineering; Geology; Oceanography","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":[],"consensus_categories":[],"category_scores_codex":[0.0003233819,0.0001730971,0.0002581645,0.0000859366,0.0008270688,0.0000948067,0.00009461651,0.000205353,0.00006291271],"category_scores_gemma":[0.0001528611,0.000137113,0.00008119373,0.00003151916,0.0006100854,0.00007155069,0.00005426621,0.00019584,0.00003284404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902714,"about_ca_system_score_gemma":0.0005049097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004550972,"about_ca_topic_score_gemma":0.0001540258,"domain_scores_codex":[0.9991088,0.00004340385,0.0001310288,0.0002575494,0.0001740781,0.0002851663],"domain_scores_gemma":[0.9986423,0.001108206,0.0000624953,0.00006449717,0.00004452428,0.00007792377],"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":[0.000008251358,0.000001858603,0.00003438127,0.0001064115,0.0001287484,0.000003763503,0.0378632,3.094477e-7,4.544623e-8,0.279712,0.6818666,0.0002743751],"study_design_scores_gemma":[0.00005437781,0.00004709716,0.00004573852,0.0002422808,0.0001242477,9.824006e-7,0.009417291,0.000005902339,7.028881e-7,0.1823772,0.8074956,0.0001885613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001416586,0.005440454,0.002303771,0.004321437,0.0003350577,0.0005176531,0.00002486625,0.0001062673,0.9869491],"genre_scores_gemma":[0.005117786,0.0003494045,0.001192262,0.0002724884,0.001455193,0.00006152043,0.0000039621,0.00002842466,0.991519],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.125629,"threshold_uncertainty_score":0.6361228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09770103700114033,"score_gpt":0.356859883777782,"score_spread":0.2591588467766417,"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."}}