{"id":"W3213089023","doi":"10.7227/jha.066","title":"Visual Media and Development Education in Canadian Schools","year":2021,"lang":"en","type":"article","venue":"Journal of Humanitarian Affairs","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Outreach; Popularity; Agency (philosophy); Autonomy; Visual media; Library science; Political science; Sociology; Media studies; Visual arts; Art; Social science; Law","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":[0.000399833,0.00004914615,0.000090735,0.0001450843,0.0001905851,0.000109483,0.00007830241,0.00004799206,0.0002979372],"category_scores_gemma":[0.0007198281,0.00004687925,0.0000186503,0.0001231496,0.00003733248,0.0002299339,0.000008045849,0.0001407359,0.0000199179],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005415283,"about_ca_system_score_gemma":0.0099256,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07661395,"about_ca_topic_score_gemma":0.9008706,"domain_scores_codex":[0.9992629,0.00008576052,0.0002194315,0.00006628437,0.0001880667,0.0001775516],"domain_scores_gemma":[0.9991066,0.00002474367,0.00008909706,0.00003112461,0.000392384,0.000355986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001960794,0.0006117033,0.04885895,0.00002746602,0.00007552472,0.0002121648,0.7520583,0.00000863211,0.0003305416,0.08331408,0.05435308,0.06012994],"study_design_scores_gemma":[0.0002302832,0.000008739964,0.1392958,0.00005918791,0.000006344213,0.00002593576,0.336057,5.651046e-7,0.00004757033,0.0004229607,0.523755,0.00009064233],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580066,0.0008399539,8.715851e-7,0.008766855,0.001650262,0.00006703945,8.228417e-7,0.000004007195,0.03066365],"genre_scores_gemma":[0.9976158,0.00007954022,0.001245119,0.0002759388,0.0002650414,9.763255e-7,0.000003860441,0.000002885893,0.0005108953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8242566,"threshold_uncertainty_score":0.9956872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01988494163462195,"score_gpt":0.3231674112392564,"score_spread":0.3032824696046345,"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."}}