{"id":"W4404853690","doi":"10.1080/08865655.2024.2420944","title":"Commuting to a Familiar Foreign Country: An Analysis of Enhancers for Cross-Border Commuting from Southern Slovakia to Hungary","year":2024,"lang":"en","type":"article","venue":"Journal of Borderlands Studies","topic":"Cross-Border Cooperation and Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic geography; Cross-border cooperation; Cross country; Geography; Political science; Economy; Regional science; Demographic economics; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001871551,0.0001745648,0.0006358094,0.0004417984,0.0008265675,0.0003991948,0.0002821326,0.00008508527,0.0001125835],"category_scores_gemma":[0.001255843,0.0001417439,0.0002516579,0.001348124,0.0001601405,0.0003830254,0.00006338846,0.0001966858,0.000004047977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002010117,"about_ca_system_score_gemma":0.0002638741,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002589166,"about_ca_topic_score_gemma":0.03712082,"domain_scores_codex":[0.9980127,0.0001360894,0.0008174402,0.0002193749,0.0005196145,0.0002948387],"domain_scores_gemma":[0.997188,0.0006574415,0.0002819936,0.0001809651,0.001553419,0.0001381565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007267211,0.000284428,0.07049064,0.0001375829,0.008091332,0.00000939027,0.8286203,0.0191874,0.006349474,0.007730831,0.006529795,0.05184217],"study_design_scores_gemma":[0.001400281,0.001536356,0.01936353,0.0007640835,0.002236083,0.000001850472,0.7748322,0.02335129,0.0009547183,0.0009680119,0.1738436,0.0007478933],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792568,0.002276812,0.01340564,0.00133641,0.0005765317,0.000346567,0.0002613175,0.00004228322,0.002497649],"genre_scores_gemma":[0.9955897,0.0002617398,0.002472092,0.0005863839,0.0004269314,0.00001614972,0.00002777531,0.00002002973,0.0005992005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1673138,"threshold_uncertainty_score":0.9804492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03854158046336266,"score_gpt":0.4639395671481332,"score_spread":0.4253979866847705,"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."}}