{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001194737,0.0007325753,0.0005534464,0.00201324,0.002701384,0.007987167,0.00108591,0.00216925,0.4380964],"category_scores_gemma":[0.004171181,0.0002711432,0.00041411,0.002285346,0.001162001,0.005661927,0.007134819,0.002585467,0.2279814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001146021,"about_ca_system_score_gemma":0.001795818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00130373,"about_ca_topic_score_gemma":0.003025061,"domain_scores_codex":[0.999063,0.0001438302,0.00004085859,0.000187261,0.0003867869,0.0001782492],"domain_scores_gemma":[0.9981141,0.0002499337,0.0000862964,0.00033995,0.0004899885,0.000719771],"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":[0.0000346499,0.000008496807,0.0001110205,0.0001169544,0.000002404496,0.00006003489,0.0003934796,0.00003315302,0.0002165144,0.01550933,0.9017732,0.08174079],"study_design_scores_gemma":[0.000001235887,0.000003350086,0.00008184895,0.00003074407,4.374128e-7,0.000022168,0.0001005807,0.000008283449,0.00002259524,0.0005679379,0.9991592,0.00000162628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001562179,0.009704434,0.002272392,0.02624755,0.04383034,0.00007284404,0.001758061,0.001982844,0.9125694],"genre_scores_gemma":[0.008742378,0.00361133,0.0009304145,0.005389092,0.006061562,0.00004637862,0.001261495,0.001026088,0.9729312],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4380964,"threshold_uncertainty_score":0.8014873,"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."}}