{"id":"W4412123403","doi":"10.32920/29521751.v1","title":"The Digital Im/migrant: IS in Migration Governance, Work, and Life","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada First Research Excellence Fund","keywords":"Work (physics); Corporate governance; Business; Political science; Sociology; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001628874,0.0003150501,0.0002555423,0.0007587073,0.003748313,0.007634641,0.0003847822,0.0018424,0.03140955],"category_scores_gemma":[0.001110198,0.0001463401,0.0002821823,0.001598282,0.004697995,0.006340099,0.003360216,0.002662684,0.002532718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002353315,"about_ca_system_score_gemma":0.001841751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003732779,"about_ca_topic_score_gemma":0.007046319,"domain_scores_codex":[0.9993547,0.0003502068,0.00001555241,0.00008058761,0.00006716428,0.0001318079],"domain_scores_gemma":[0.9995665,0.0001635783,0.00002414797,0.00003665861,0.00004789097,0.0001611966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000064365,0.00008904107,0.003660291,0.000248544,0.00001092518,0.0003675599,0.048945,0.0003066412,0.00118599,0.482539,0.3210915,0.1414911],"study_design_scores_gemma":[0.000005003408,0.00002230237,0.002646653,0.0003400827,0.000005137451,0.00009947253,0.04197056,0.0001673713,0.0003126011,0.0393364,0.9150855,0.000008824774],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05821058,0.018771,0.005533592,0.2941526,0.004191511,0.00007655278,0.0002995688,0.0001092969,0.6186553],"genre_scores_gemma":[0.6648786,0.03032071,0.002794622,0.02299162,0.002576967,0.0001280619,0.0003469269,0.0002505452,0.2757119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03140955,"threshold_uncertainty_score":0.1050754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178983310523832,"score_gpt":0.2444232537130799,"score_spread":0.2326334206078416,"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."}}