{"id":"W4200512993","doi":"10.1080/10447318.2021.2016235","title":"STEM Educational Outreach and Indigenous Culture: (Re)Centering for Design Scholarship","year":2021,"lang":"en","type":"article","venue":"International Journal of Human-Computer Interaction","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Assembly of First Nations; University of British Columbia","funders":"","keywords":"Scholarship; Indigenous; Outreach; Engineering ethics; Sociology; Transformative learning; Indigenous education; Pedagogy; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005802133,0.0002298914,0.0002721966,0.0006412365,0.0002481888,0.0007040738,0.0009750686,0.0001323889,0.00004336119],"category_scores_gemma":[0.00007756816,0.0002284012,0.0001706595,0.0001891384,0.00004952112,0.002679395,0.000259253,0.0005955564,0.00001474215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004895666,"about_ca_system_score_gemma":0.0001795492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004001277,"about_ca_topic_score_gemma":0.000007481455,"domain_scores_codex":[0.9978878,0.0001557767,0.0008131202,0.0003959841,0.0005110718,0.0002362189],"domain_scores_gemma":[0.9957995,0.0002798309,0.0008706307,0.0002394369,0.002737303,0.00007331273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007993094,0.002938183,0.008309977,0.0001616727,0.003851475,0.0008663977,0.02775902,0.002176389,0.2564935,0.1566722,0.02006001,0.5199119],"study_design_scores_gemma":[0.01312415,0.005894553,0.04098867,0.00326521,0.0003055122,0.0384061,0.003189028,0.04468356,0.6494641,0.1341315,0.06362505,0.002922497],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1863239,0.0002125951,0.8039929,0.002382227,0.00670347,0.0001801015,0.000004696107,0.00005324206,0.000146904],"genre_scores_gemma":[0.8765742,0.00003722502,0.1208711,0.0006730865,0.001417764,0.00002140514,0.00002146571,0.00002216968,0.0003615399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6902503,"threshold_uncertainty_score":0.9313932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07370603826453424,"score_gpt":0.3646662068738349,"score_spread":0.2909601686093007,"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."}}