{"id":"W2914529320","doi":"10.1177/0306312719829595","title":"Situating science in Africa: The dynamics of computing research in Nairobi and Kampala","year":2019,"lang":"en","type":"article","venue":"Social Studies of Science","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Division of Social and Economic Sciences; Economic and Social Research Council","keywords":"Transformative learning; Sociology; Ethnography; Politics; Social science; Public relations; Political science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003907473,0.0003000866,0.0004384916,0.004912137,0.01289304,0.007289716,0.001214041,0.00178022,0.00367622],"category_scores_gemma":[0.009350279,0.0007621069,0.0001499622,0.00967599,0.01511772,0.00674536,0.009571836,0.001275993,0.0001662366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009310958,"about_ca_system_score_gemma":0.01203028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06386992,"about_ca_topic_score_gemma":0.1126649,"domain_scores_codex":[0.9969075,0.001621366,0.0001301863,0.0002096063,0.0002679755,0.0008633864],"domain_scores_gemma":[0.9935069,0.004362012,0.001049865,0.0001879123,0.0003130953,0.0005801833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006160804,0.000036592,0.02298326,0.0004008423,0.00001350026,0.002308073,0.9361982,0.0001498825,0.001907407,0.02468196,0.0004451075,0.01081356],"study_design_scores_gemma":[0.000007916835,0.00002109109,0.03483308,0.0003590283,0.00001602856,0.0003223117,0.9394087,0.0001984333,0.0002856148,0.00371406,0.02080767,0.00002613975],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801797,0.001658299,0.0005774773,0.005330478,0.00001620004,0.0001062411,0.00008828336,0.000007112812,0.01203614],"genre_scores_gemma":[0.997488,0.0009219089,0.0004564235,0.0002589271,0.000004458547,0.00008876106,0.00002330384,0.000006892663,0.0007513448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.987107,"threshold_uncertainty_score":0.1269963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1511823727504469,"score_gpt":0.3997265228317351,"score_spread":0.2485441500812882,"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."}}