{"id":"W4410259043","doi":"10.1007/978-3-031-83379-3_12","title":"Unsustainable Borders: Globalization in a Climate Disrupted World (2021)","year":2025,"lang":"en","type":"book-chapter","venue":"Pioneers in arts, humanities, science, engineering, practice","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Balsillie School of International Affairs","funders":"","keywords":"Globalization; Geography; Economic geography; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006077121,0.0006940002,0.000265289,0.0005360369,0.003290881,0.005746968,0.0006584913,0.006232614,0.02559993],"category_scores_gemma":[0.0007710856,0.0002456947,0.0004531414,0.0009340321,0.002513826,0.007698918,0.003786013,0.005500617,0.006372607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003776531,"about_ca_system_score_gemma":0.00497148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02416823,"about_ca_topic_score_gemma":0.05768812,"domain_scores_codex":[0.9996972,0.00006368937,0.000006899054,0.0000303293,0.00007593539,0.0001260026],"domain_scores_gemma":[0.9998065,0.00003593242,0.00001994411,0.00001055989,0.00003717827,0.00008993885],"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":[0.0000136576,0.00001590862,0.0001601474,0.0001125375,0.000003161326,0.0001593359,0.002653595,0.0001006688,0.0001131392,0.2468677,0.7078828,0.04191729],"study_design_scores_gemma":[0.000002190972,0.00000509301,0.0004756754,0.0002084703,0.000001674706,0.00009171052,0.001734929,0.00002662735,0.00003955914,0.02101874,0.9763886,0.000006602326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003156751,0.06036817,0.0007117557,0.1008385,0.01918511,0.00007439095,0.0003091985,0.0000614033,0.8152946],"genre_scores_gemma":[0.04556636,0.03771555,0.001092139,0.05656059,0.004589499,0.000196653,0.0004635707,0.0001056111,0.85371],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02559993,"threshold_uncertainty_score":0.08564031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05562218966305953,"score_gpt":0.316779787187504,"score_spread":0.2611575975244445,"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."}}