{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000255201,0.0007153534,0.0002514144,0.0005580359,0.002429649,0.004132875,0.0005042343,0.0006407932,0.0180124],"category_scores_gemma":[0.0003854735,0.0003781803,0.0003637928,0.001053833,0.001603725,0.001131616,0.001532302,0.001008096,0.004758719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002243157,"about_ca_system_score_gemma":0.002561235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009099416,"about_ca_topic_score_gemma":0.03117241,"domain_scores_codex":[0.9996741,0.0001421699,0.000008014161,0.00002793634,0.0001130111,0.0000349129],"domain_scores_gemma":[0.9999342,0.00002293708,0.000004968114,0.000007553338,0.00001791696,0.00001239895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008961836,0.00001667998,0.0002750737,0.0001837392,0.000004847082,0.0001992909,0.003746528,0.009375176,0.0003297605,0.7434583,0.1580744,0.08432722],"study_design_scores_gemma":[0.000001245493,0.000004901742,0.0001569446,0.0001084968,0.000002048437,0.00007426111,0.001349413,0.001016132,0.0000626908,0.02759687,0.9696224,0.000004549816],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002899212,0.007417047,0.02546885,0.00196034,0.0006291075,0.00005607778,0.0001142099,0.0001855121,0.9612696],"genre_scores_gemma":[0.07672045,0.01508393,0.03415358,0.000468923,0.0001881217,0.0001736492,0.0003020381,0.0003347906,0.8725744],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0180124,"threshold_uncertainty_score":0.06025749,"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."}}