{"id":"W4404316752","doi":"10.22329/jtl.v18i2.9187","title":"Equity, Technology, and Teaching","year":2024,"lang":"en","type":"article","venue":"Journal of Teaching and Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Equity (law); Business; Financial economics; Computer science; Economics; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008106954,0.00008148988,0.0001664596,0.0004654476,0.001432001,0.0003857606,0.000121921,0.0001048546,0.00001597708],"category_scores_gemma":[0.002444201,0.00006676358,0.00004977205,0.00009896795,0.0001277696,0.0004072225,0.0001137845,0.003962799,0.000002842917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004138229,"about_ca_system_score_gemma":0.0001451615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009286061,"about_ca_topic_score_gemma":0.00001415068,"domain_scores_codex":[0.9984912,0.0006911486,0.0002208108,0.0001225166,0.0002497458,0.0002245426],"domain_scores_gemma":[0.9992708,0.0004364898,0.000121684,0.00003665487,0.00003127512,0.0001030724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003980178,0.0000111354,0.006341256,0.0000300446,0.00003205354,0.00005482399,0.009578958,0.00003662982,0.0005943035,0.06716821,0.0002354651,0.9159131],"study_design_scores_gemma":[0.0001282269,0.0001705275,0.0003155392,0.0005056456,0.00004681373,0.0001970375,0.03480049,0.0006048181,0.000006596164,0.004024812,0.9590859,0.0001135396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399719,0.005625624,0.001501752,0.01549566,0.0003258656,0.00003096646,1.732447e-7,0.0001342932,0.03691377],"genre_scores_gemma":[0.9861103,0.0002432691,0.01009442,0.00003983824,0.000748557,2.496002e-7,1.830335e-7,0.00001144398,0.002751697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9588505,"threshold_uncertainty_score":0.999868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02042430366195915,"score_gpt":0.3742441897272109,"score_spread":0.3538198860652517,"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."}}