{"id":"W4229016126","doi":"10.33137/ijidi.v6i1.38230","title":"Global Drumbeat","year":2022,"lang":"en","type":"article","venue":"The International Journal of Information Diversity & Inclusion (IJIDI)","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rajarata University of Sri Lanka; University of Toronto","keywords":"Scope (computer science); Field (mathematics); Diversity (politics); Inclusion (mineral); Sociology; Library science; Computer science; Engineering ethics; Data science; Social science; Engineering; Anthropology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.001434563,0.0000910269,0.0001060182,0.0002463245,0.002390289,0.0002256538,0.006705347,0.00002276622,0.000189157],"category_scores_gemma":[0.0001223277,0.00007345633,0.0001227466,0.0003361039,0.00005219918,0.002542628,0.03713851,0.0002907035,0.00003790598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008808255,"about_ca_system_score_gemma":0.0002289386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001327078,"about_ca_topic_score_gemma":0.000008169834,"domain_scores_codex":[0.997217,0.0001451069,0.0004379477,0.00004653982,0.002026586,0.0001268018],"domain_scores_gemma":[0.9981272,0.0001311495,0.0006342078,0.0002618747,0.0007976432,0.00004791169],"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":[0.0006188578,0.0003616799,0.02364449,0.00001929368,0.0007271165,0.0001592267,0.1774037,0.05625593,0.00005197638,0.3639795,0.278778,0.09800021],"study_design_scores_gemma":[0.003928844,0.0005362463,0.04113948,0.0001201214,0.00005386286,0.003641871,0.01470713,0.03852069,0.0005918184,0.1113074,0.7847077,0.0007448402],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5480486,0.0002018406,0.3289177,0.08174026,0.01344913,0.0002930297,0.00007810687,0.0001836931,0.02708767],"genre_scores_gemma":[0.9903287,0.00003994057,0.003695389,0.005738626,0.00008454829,0.000001123654,0.000009010832,0.00000171031,0.0001009721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5059298,"threshold_uncertainty_score":0.9989085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318330817416088,"score_gpt":0.2337038354624302,"score_spread":0.2205205272882693,"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."}}