{"id":"W4407408916","doi":"10.5430/jct.v14n1p248","title":"Design and Development Research (DDR) Approach in Development of Value-Based Pedagogy Model in the Context of a Multiracial Country","year":2025,"lang":"en","type":"article","venue":"Journal of Curriculum and Teaching","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Value (mathematics); Sociology; Pedagogy; Engineering ethics; Computer science; Geography; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06176354,0.00108433,0.0008892115,0.003922652,0.003136277,0.006468422,0.002284463,0.001813586,0.003911342],"category_scores_gemma":[0.02692591,0.0008037335,0.00132145,0.002510586,0.006858625,0.0043632,0.005264115,0.003475713,0.0007603488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008412711,"about_ca_system_score_gemma":0.02079247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002518193,"about_ca_topic_score_gemma":0.004364918,"domain_scores_codex":[0.9224467,0.06781879,0.0019462,0.002269983,0.004598541,0.0009198808],"domain_scores_gemma":[0.9678199,0.02320687,0.001215719,0.002901436,0.004013952,0.0008422075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002054698,0.0009752332,0.009121717,0.004493143,0.0001570998,0.0007638897,0.08831188,0.01355717,0.007374706,0.5609404,0.004519535,0.3095797],"study_design_scores_gemma":[0.0008922993,0.002997702,0.01210161,0.009191137,0.0004622936,0.00202458,0.1654601,0.06517551,0.01560862,0.3537094,0.372023,0.0003535956],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03740163,0.0006977802,0.9095929,0.00312246,0.0001556855,0.01060086,0.0001945577,0.000188348,0.0380458],"genre_scores_gemma":[0.1239802,0.0004642314,0.8620909,0.0004370353,0.00001004267,0.01047979,0.0001017094,0.00004197037,0.002394083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06176354,"threshold_uncertainty_score":0.3266407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09264006285237643,"score_gpt":0.4315624289083985,"score_spread":0.3389223660560221,"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."}}