{"id":"W4399101906","doi":"10.3390/educsci14060580","title":"Methodological Insights for Decolonising Research and EdTech","year":2024,"lang":"en","type":"article","venue":"Education Sciences","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Mathematics education; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003244499,0.00005063471,0.00006383316,0.000378347,0.0008360762,0.001215222,0.000842904,0.00003450779,0.00000453247],"category_scores_gemma":[0.0007624505,0.00003811177,0.00001316415,0.001136386,0.000458691,0.0006175151,0.0002610963,0.0001212183,0.00001250733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000041586,"about_ca_system_score_gemma":0.0009114867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001821896,"about_ca_topic_score_gemma":0.00000658161,"domain_scores_codex":[0.9989138,0.0002481804,0.0001098127,0.000268641,0.0002673869,0.0001921703],"domain_scores_gemma":[0.9959145,0.00365149,0.00001530358,0.0001971529,0.0001827971,0.00003880835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[3.747896e-7,0.00001819738,0.00007994123,0.00002367312,0.000001705971,2.694077e-7,0.006175323,0.00000151171,0.0001897604,0.9042279,0.003132902,0.08614851],"study_design_scores_gemma":[0.00002178017,0.0001587492,0.001563592,0.0001419369,9.492927e-7,0.00001949835,0.002067572,0.007378907,0.003342265,0.8885466,0.0966491,0.0001090755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2829867,0.01023188,0.6494682,0.03487082,0.005611382,0.0005077702,5.565219e-7,0.000373878,0.0159488],"genre_scores_gemma":[0.5612745,0.00006416383,0.4375494,0.000162993,0.00008987717,0.00007351847,3.958994e-7,0.000002248547,0.0007828542],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2782878,"threshold_uncertainty_score":0.9998216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7441691857072673,"score_gpt":0.5961139422937134,"score_spread":0.1480552434135539,"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."}}