{"id":"W4385466279","doi":"10.1007/978-3-031-35411-3_15","title":"Images of Incoming: A Critical Account of a (Mostly) Postdigital Photovoice Project with Rural Migrant Women in Northern Ireland and Canada","year":2023,"lang":"en","type":"book-chapter","venue":"Postdigital science and education","topic":"Digital Education and Society","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Photovoice; Sociology; Gender studies; Exhibition; Political science; Media studies; Geography; Visual arts; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004028184,0.00022712,0.0003219281,0.0002853604,0.00009105399,0.0003822966,0.0004661186,0.00007151274,0.00000198779],"category_scores_gemma":[0.0002611453,0.0001904648,0.0000296905,0.0003946215,0.0008230319,0.001440617,0.0002127945,0.0001423586,9.861276e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00036776,"about_ca_system_score_gemma":0.009638165,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04884021,"about_ca_topic_score_gemma":0.05138937,"domain_scores_codex":[0.9980527,0.000007685941,0.000369266,0.0004550465,0.0007333721,0.0003819282],"domain_scores_gemma":[0.9985362,0.0001788607,0.000192391,0.0002920614,0.0005927097,0.0002078109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000371163,0.00195015,0.1492281,0.003030397,0.0002420389,0.00006704447,0.1156914,0.00001351515,0.001751302,0.4646681,0.007899264,0.2550875],"study_design_scores_gemma":[0.004377116,0.006051439,0.6458988,0.00744295,0.0001931274,0.001134946,0.1025617,0.001564774,0.002843988,0.1904674,0.0296359,0.007827888],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9203241,0.0001090296,0.000008607945,0.001145471,0.0003247008,0.0004345303,0.00008633557,0.00002752495,0.07753972],"genre_scores_gemma":[0.9930324,0.00002625982,0.0001642584,0.0001341783,0.00002185458,0.00002571244,0.00001381508,0.00001573313,0.006565798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4966707,"threshold_uncertainty_score":0.9959763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128167372667979,"score_gpt":0.2507030703420182,"score_spread":0.2394213966153384,"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."}}