{"id":"W4385248207","doi":"10.57054/jhea.v14i1.1504","title":"0 - Prelim","year":2022,"lang":"en","type":"article","venue":"Journal of Higher Education in Africa","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Danish International Development Agency; Direktoratet for Utviklingssamarbeid; United States Agency for International Development; Carnegie Corporation of New York; International Development Research Centre; Council for the Development of Social Science Research in Africa; African Capacity Building Foundation; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001030792,0.0008356706,0.0005830398,0.002016343,0.001719699,0.005610885,0.001140448,0.001267583,0.8371943],"category_scores_gemma":[0.004054985,0.000423152,0.0006237886,0.0009352303,0.0008044197,0.002244868,0.003452265,0.001643323,0.7969795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279767,"about_ca_system_score_gemma":0.001918368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002902854,"about_ca_topic_score_gemma":0.004368052,"domain_scores_codex":[0.9990513,0.0001305258,0.00005490116,0.0001407892,0.0004584477,0.0001640572],"domain_scores_gemma":[0.9977465,0.0001843788,0.00006848737,0.0004915379,0.001136757,0.0003722944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001504585,0.0001621917,0.0007577156,0.0003008544,0.00001087501,0.0002237867,0.0001452695,0.00009965865,0.002110082,0.04815468,0.7548308,0.1930536],"study_design_scores_gemma":[0.00001366762,0.0000294422,0.000741403,0.0000839344,0.00000305803,0.0001409197,0.0001029634,0.00007955803,0.0005230349,0.005841312,0.992432,0.000008691013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001067018,0.0001926937,0.001500468,0.0008817256,0.00140255,0.0001125651,0.001546515,0.00156448,0.991732],"genre_scores_gemma":[0.005112878,0.000147312,0.000877252,0.0005096053,0.0001776704,0.00004198727,0.001061047,0.000542841,0.9915293],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1628057,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01920689936349952,"score_gpt":0.3349455037174076,"score_spread":0.3157386043539081,"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."}}