{"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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002964091,0.00010777,0.0001296904,0.00003101624,0.0002489501,0.001038327,0.0002079327,0.0001636664,0.00002560828],"category_scores_gemma":[0.00008975362,0.00008343703,0.00006208082,0.0001824524,0.0001644815,0.0005277792,0.00008268176,0.0002022393,0.00001473815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006266536,"about_ca_system_score_gemma":0.0002374989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001214128,"about_ca_topic_score_gemma":0.01951646,"domain_scores_codex":[0.9991918,0.00002750651,0.0002631742,0.0001851934,0.0001531991,0.0001791386],"domain_scores_gemma":[0.9995509,0.0001596475,0.00008505672,0.0001227833,0.00002731485,0.0000542812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005612174,0.00005349234,0.03749458,0.00006396954,0.00003990239,7.423324e-7,0.02883713,0.00007784281,1.929556e-8,0.3151736,0.0215755,0.5966271],"study_design_scores_gemma":[0.0001341563,0.000005216306,0.009411205,0.0001394096,0.000005901181,3.155718e-8,0.001827776,0.00009014903,0.000002446862,0.01484812,0.9733676,0.0001679533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08809426,0.0008085391,0.0002086374,0.03433618,0.0004277155,0.0004977028,0.00007569121,0.00005452278,0.8754967],"genre_scores_gemma":[0.9830123,0.002444204,0.00001651933,0.0004240792,0.00006098775,0.0000344984,0.00001806848,0.000002659012,0.01398666],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9517921,"threshold_uncertainty_score":0.9999987,"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."}}