{"id":"W625445033","doi":"","title":"Borders and Culture: Zones of Transition, Interaction and Identity","year":2014,"lang":"en","type":"article","venue":"Hokkaido University Collection of Scholarly and Academic Papers (Hokkaido University)","topic":"Cross-Border Cooperation and Integration","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plural; Cultural identity; Identity (music); Dialectic; Globalization; Sociology; Economic geography; Geography; Gender studies; Political science; Aesthetics; Epistemology; Social science; Law; Linguistics","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":[0.0004860223,0.0001331216,0.0002167064,0.0004967258,0.001330021,0.0001076033,0.0001429601,0.0003064069,0.00007431558],"category_scores_gemma":[0.0001913574,0.0001611661,0.00005773395,0.0009742142,0.0006809041,0.004655762,0.00005572565,0.0004287548,0.000001018272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001294202,"about_ca_system_score_gemma":0.0001157108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001507152,"about_ca_topic_score_gemma":0.00206928,"domain_scores_codex":[0.9987997,0.0003084122,0.0001720663,0.0002991324,0.0002594149,0.0001612372],"domain_scores_gemma":[0.9991269,0.00009478333,0.0001845044,0.00007980229,0.0003628686,0.0001511508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001562399,0.0002681642,0.03104216,0.0002610264,0.0003260011,0.000008457811,0.1194671,0.0001176486,0.08018834,0.7355558,0.002717469,0.02848541],"study_design_scores_gemma":[0.004141532,0.0006300095,0.02208196,0.000229601,0.0003188185,0.00001359536,0.1891519,0.0008119795,0.00184513,0.001426529,0.7787286,0.0006203408],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9462408,0.0002533026,0.007345428,0.003055266,0.0002023906,0.0003283181,0.00002051037,0.00008272156,0.04247124],"genre_scores_gemma":[0.9849408,0.007332662,0.0002842547,0.0001042628,0.00003717931,1.221995e-7,0.000008093463,0.000005492937,0.007287168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7760111,"threshold_uncertainty_score":0.9999701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322099672798598,"score_gpt":0.279488762160052,"score_spread":0.266267765432066,"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."}}