{"id":"W4220981289","doi":"10.1145/3490555","title":"A Decade of International Migration Research in HCI: Overview, Challenges, Ethics, Impact, and Future Directions","year":2022,"lang":"en","type":"article","venue":"ACM Transactions on Computer-Human Interaction","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Politics; Sociology; Domain (mathematical analysis); Engineering ethics; Focus (optics); Political science","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001491592,0.0002584752,0.000288129,0.002808294,0.0009139592,0.0001305031,0.00115578,0.0002106646,0.0002154819],"category_scores_gemma":[0.0000393771,0.0002884398,0.0001393764,0.001389105,0.0001323997,0.001310525,0.0002003868,0.003229618,0.00001174584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001051369,"about_ca_system_score_gemma":0.0001042368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005991815,"about_ca_topic_score_gemma":0.001270067,"domain_scores_codex":[0.9965637,0.000883743,0.0006601779,0.0007621643,0.0007835557,0.0003466406],"domain_scores_gemma":[0.9975208,0.000696709,0.0003010963,0.0008932468,0.0005290734,0.00005909948],"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":[0.0003517495,0.002831229,0.0005808482,0.0001198783,0.0004016771,0.00004998123,0.02119806,0.005441434,0.006621724,0.06206875,0.001028843,0.8993058],"study_design_scores_gemma":[0.006246369,0.01026184,0.09699125,0.001014053,0.00008554704,0.002378913,0.01284003,0.1947456,0.01679737,0.07096475,0.5852849,0.002389402],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5255336,0.001662744,0.3950299,0.06173051,0.01244432,0.001425813,0.00008278328,0.0007188038,0.001371517],"genre_scores_gemma":[0.9904892,0.002137358,0.006506709,0.0001701826,0.0002970196,0.0002679009,0.00003188241,0.00002685637,0.00007292043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8969164,"threshold_uncertainty_score":0.9999568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1449952185534625,"score_gpt":0.4269503471930537,"score_spread":0.2819551286395912,"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."}}