{"id":"W4290785721","doi":"10.5206/cieeci.v50i2.15039","title":"Looking Back, Looking Forward: Reflections and Hopes for Inclusive Comparative and International Education","year":2022,"lang":"en","type":"article","venue":"Comparative and International Education","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Transparency (behavior); Situated; Political science; Comparative research; Public relations; Sociology; Engineering ethics; Pedagogy; Social science; Law; Computer science; Engineering","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"],"consensus_categories":[],"category_scores_codex":[0.0003247515,0.000161614,0.0001885761,0.0002743962,0.001698374,0.0002563074,0.000227142,0.00004947645,0.0002735637],"category_scores_gemma":[0.0001298458,0.0001600504,0.00004886715,0.0002059777,0.0003034339,0.0006198139,0.0001659855,0.0001752378,0.000006201944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005274162,"about_ca_system_score_gemma":0.0009301519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002035809,"about_ca_topic_score_gemma":0.0007204281,"domain_scores_codex":[0.9987551,0.0001100769,0.0002861882,0.0003575065,0.0002915676,0.0001995498],"domain_scores_gemma":[0.9985466,0.0001778619,0.0002420115,0.00008170878,0.0008104536,0.0001413616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000237061,0.001187386,0.00815871,0.00004158144,0.0003726985,1.428248e-7,0.2199539,0.0002628462,0.0006312428,0.5367838,0.1887584,0.04361219],"study_design_scores_gemma":[0.0003247716,0.00009085923,0.008902998,0.00003609154,0.00002618011,0.00001698237,0.1352978,0.0005239402,0.00005919155,0.02937339,0.8251318,0.0002159743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7780588,0.006729156,0.001167307,0.04702186,0.01091001,0.00173117,0.0002293592,0.00006365502,0.1540887],"genre_scores_gemma":[0.9608092,0.000353148,0.001746657,0.0018813,0.001036239,0.0004249889,0.0003310142,0.000009784711,0.03340766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6363734,"threshold_uncertainty_score":0.9996013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0773578302617664,"score_gpt":0.4608081885212588,"score_spread":0.3834503582594924,"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."}}