{"id":"W3175013568","doi":"10.22230/cjc.2021v46n2a4053","title":"Making Open Development Inclusive: Lessons from IDRC Research.","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Political science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.002291618,0.0000877127,0.0001814038,0.0003698778,0.001287575,0.001079335,0.007717662,0.000064253,0.00006978102],"category_scores_gemma":[0.0006250464,0.00009653058,0.00003355862,0.0006490154,0.000126583,0.000932709,0.002339805,0.0007116339,0.00002906818],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007561888,"about_ca_system_score_gemma":0.01136325,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005535668,"about_ca_topic_score_gemma":0.1012158,"domain_scores_codex":[0.9976982,0.001116222,0.0004403981,0.0001069049,0.0003436111,0.0002946595],"domain_scores_gemma":[0.9958177,0.00059842,0.0002408507,0.001542431,0.001567326,0.000233339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001293123,0.0001021321,0.003498502,0.00002232354,0.0002655186,0.0004887586,0.1261767,0.0002372356,0.0004969843,0.5242178,0.03719437,0.3072868],"study_design_scores_gemma":[0.0004951361,0.0000323799,0.03579669,0.001306978,0.000007808861,0.0002257146,0.004490089,0.000546952,0.005311972,0.1182599,0.833195,0.0003314416],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2244313,0.03420322,0.2077642,0.3491741,0.002665495,0.000822727,0.0000284027,0.00009735346,0.1808131],"genre_scores_gemma":[0.789126,0.0001269275,0.2099103,0.0005870019,0.0000297694,0.000004382015,0.00001025283,0.0000090778,0.0001962398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7960006,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2853206977150683,"score_gpt":0.4446847913391768,"score_spread":0.1593640936241084,"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."}}