{"id":"W4328137519","doi":"10.54808/icsit2023.01.6","title":"Uplifting Your Learners: Utilizing Technology to Elevate Diverse Voices in Teacher Education Programs to Inspire Systemic Change","year":2023,"lang":"en","type":"article","venue":"Proceedings","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Mathematics education; Knowledge management; Multimedia; Pedagogy; Sociology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0009321621,0.0001318187,0.0001657742,0.0007129897,0.000309401,0.0001293329,0.0003119881,0.0001299609,0.00001451743],"category_scores_gemma":[0.0007587872,0.0001386276,0.00002916917,0.003220723,0.00007887883,0.0003187866,0.0001159539,0.0002249687,0.0004239256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002915757,"about_ca_system_score_gemma":0.0001095562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001960839,"about_ca_topic_score_gemma":0.0008509872,"domain_scores_codex":[0.9986066,0.00002260868,0.0002030471,0.000372546,0.0002590812,0.0005361101],"domain_scores_gemma":[0.9995217,0.00001329186,0.00008747562,0.0000681338,0.0001682846,0.0001410599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003375633,0.0000524502,0.4130887,0.00005624162,0.00000423361,2.80177e-7,0.4965548,1.626153e-7,0.0001926372,0.002152534,0.0005038817,0.08739074],"study_design_scores_gemma":[0.00007170661,0.00002835675,0.01807547,0.0003144129,0.000007244766,6.511834e-7,0.9371048,0.000008155846,0.00002941385,0.0001732625,0.04401639,0.0001701765],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9237202,0.0001847862,0.000001369625,0.07010048,0.0003646563,0.0009198728,2.992976e-7,0.0006223932,0.004085991],"genre_scores_gemma":[0.9951128,0.00003720725,0.0001928171,0.0004821105,0.0005113342,0.000920371,0.00000198227,0.00001976546,0.00272165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.44055,"threshold_uncertainty_score":0.5653067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2215793669709106,"score_gpt":0.4299876982131657,"score_spread":0.2084083312422551,"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."}}