{"id":"W4406716862","doi":"10.1111/spol.13123","title":"Collaboration Through a Computer Screen: Migrant Integration Services and the Challenges of Co‐Producing Services Online","year":2025,"lang":"en","type":"article","venue":"Social Policy and Administration","topic":"E-Government and Public Services","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Concordia University","keywords":"World Wide Web; Computer science; Business; Multimedia","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":[],"consensus_categories":[],"category_scores_codex":[0.0005709254,0.0001029413,0.0001721015,0.00004835588,0.0007128044,0.0002275008,0.0001243194,0.0001156077,0.000003774471],"category_scores_gemma":[0.00002868657,0.00007940983,0.00003108656,0.0003215332,0.0004066731,0.0005631381,0.00003154854,0.00007393483,3.805674e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002893562,"about_ca_system_score_gemma":0.0002222952,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01627365,"about_ca_topic_score_gemma":0.09508479,"domain_scores_codex":[0.9989501,0.000243567,0.000237785,0.0001896272,0.0002457376,0.0001331796],"domain_scores_gemma":[0.99942,0.0001425958,0.000199911,0.00007682836,0.0001343931,0.0000262006],"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":[0.0001326235,0.0000453247,0.0004358874,0.0001928572,0.00003601777,1.122338e-7,0.1418554,7.487025e-7,0.00009580237,0.8396996,0.00008848811,0.01741711],"study_design_scores_gemma":[0.004225913,0.0003957218,0.1116505,0.0006304591,0.0002315426,0.000001306206,0.6760501,0.002037144,0.001510065,0.1293788,0.07332604,0.0005623426],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7987602,0.001284963,0.0001136414,0.1827863,0.0001548931,0.0004833749,0.00007615565,0.00004575797,0.01629466],"genre_scores_gemma":[0.9957239,0.001115913,0.0001774892,0.001420327,0.001357489,0.000009671428,0.00005816582,0.000003758495,0.0001332727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7103208,"threshold_uncertainty_score":0.9902771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0277687314180221,"score_gpt":0.3537803590944215,"score_spread":0.3260116276763994,"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."}}