{"id":"W4405014482","doi":"10.20533/ijtie.2047.0533.2024.0245","title":"Accessing Services: Experiences of Families Living in Preston","year":2024,"lang":"en","type":"article","venue":"International Journal of Technology and Inclusive Education","topic":"Migration, Aging, and Tourism Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Sociology; Gerontology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003391635,0.00004711212,0.00009115625,0.0008565576,0.0001133333,0.00005399482,0.0002474699,0.00006683472,0.00002848283],"category_scores_gemma":[0.0002241049,0.00004112133,0.00002424774,0.0002982147,0.0002099975,0.0005342151,0.00007389072,0.0001090361,5.619368e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000809155,"about_ca_system_score_gemma":0.0003380872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011671,"about_ca_topic_score_gemma":0.001485872,"domain_scores_codex":[0.9993701,0.00003540399,0.000249733,0.00007734726,0.0002015935,0.00006582822],"domain_scores_gemma":[0.9993327,0.0001052417,0.0001752103,0.00003133204,0.0003400387,0.00001550525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006510681,0.00006714091,0.03980221,0.00002720732,0.00003808646,0.000003823639,0.8870763,0.00000411313,0.0002277264,0.02585646,0.0002199867,0.04667049],"study_design_scores_gemma":[0.0001449448,0.0000870191,0.07626715,0.002384484,0.00002958882,0.00003781998,0.8323802,0.0001594242,0.001679521,0.05366015,0.03301499,0.0001547221],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861622,0.007288083,0.0001243103,0.003421279,0.001703201,0.00004073191,4.527902e-7,0.00001351281,0.001246231],"genre_scores_gemma":[0.9965659,0.002587882,0.0003253252,0.0000492557,0.0003293128,0.000006270948,4.554948e-7,0.000002469906,0.0001331693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05469606,"threshold_uncertainty_score":0.1676879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006223603688599513,"score_gpt":0.3437800852049226,"score_spread":0.3375564815163231,"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."}}