{"id":"W4396573630","doi":"10.1007/978-3-031-55680-7_12","title":"Suburban Migration: Interrogating the Intersections of Global Migration and Suburban Transformation","year":2024,"lang":"en","type":"book-chapter","venue":"IMISCOE research series","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Transformation (genetics); Economic geography; Geography; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001401926,0.0001854065,0.0002082183,0.0001552824,0.0007693746,0.0004239838,0.0002544808,0.0002547547,0.0003542504],"category_scores_gemma":[0.0001646888,0.0001457562,0.0001177637,0.0002769645,0.001290454,0.0005164227,0.00006345067,0.0005741441,0.00002255325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002921902,"about_ca_system_score_gemma":0.0003565627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004832978,"about_ca_topic_score_gemma":0.7150706,"domain_scores_codex":[0.9979836,0.0001869848,0.0004347156,0.0002654176,0.000851052,0.0002782159],"domain_scores_gemma":[0.9988298,0.0001750616,0.0001212642,0.000217635,0.0005532809,0.0001029003],"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":[0.00003332556,0.000007687857,0.00009146892,0.0001302628,0.00004523106,0.000002024121,0.08059593,0.000006996572,0.00005192675,0.9149724,0.002224722,0.001837999],"study_design_scores_gemma":[0.0001455344,0.0002581761,0.000131837,0.0007443395,0.00007899186,0.00001392786,0.1015764,0.001145162,0.0001121276,0.1014189,0.7940605,0.0003141528],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04889842,0.003368032,0.0003137922,0.04421913,0.0007993328,0.001551878,0.0004007581,0.0001898464,0.9002588],"genre_scores_gemma":[0.7006825,0.0042864,0.00005398063,0.00003667256,0.0003800504,0.00004875345,0.0001186155,0.00002729865,0.2943657],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8135535,"threshold_uncertainty_score":0.7306049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05306289549261406,"score_gpt":0.372434585731296,"score_spread":0.3193716902386819,"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."}}