{"id":"W1564093527","doi":"10.37119/ojs2011.v17i2.85","title":"An Analysis of Research on Constructivist Teacher Education","year":2013,"lang":"en","type":"article","venue":"in education","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructivism (international relations); Teacher education; Variety (cybernetics); Constructivist teaching methods; Pedagogy; Psychology; Mathematics education; Field (mathematics); Empirical research; Conceptual framework; Sociology; Teaching method; Political science; Computer science; Social science; Epistemology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009162507,0.00004351162,0.0001090444,0.0008865869,0.000163815,0.00003918761,0.0001613714,0.00007251531,0.0007439323],"category_scores_gemma":[0.0003468934,0.00004613285,0.00003126218,0.00160753,0.0003006599,0.000163572,0.000003696464,0.0001609732,0.00005133865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004996536,"about_ca_system_score_gemma":0.002231722,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07589108,"about_ca_topic_score_gemma":0.004548647,"domain_scores_codex":[0.9987426,0.0004521038,0.0001600601,0.000180266,0.0002975731,0.0001673347],"domain_scores_gemma":[0.999123,0.0001887343,0.00005972935,0.0002116079,0.0003138794,0.0001030722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006263889,0.003222314,0.5817024,0.000009151694,0.00002317064,3.045711e-8,0.09884541,0.00003213697,0.0002118009,0.1207192,0.008843344,0.1863848],"study_design_scores_gemma":[0.00003617809,0.00005349878,0.6781744,0.00002159339,0.00002815191,6.096945e-8,0.2983937,0.0000479401,0.00001925127,0.006210143,0.01693337,0.00008175137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8921972,0.00007061885,0.000003171818,0.001391502,0.0007277827,0.0001374175,5.121332e-7,0.00001393558,0.1054579],"genre_scores_gemma":[0.9967212,0.00001352062,0.0002343762,0.00006134128,0.0003368575,0.00008836456,0.00001455295,0.000004622876,0.002525141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1995483,"threshold_uncertainty_score":0.9302626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.157286413848456,"score_gpt":0.5222107327106328,"score_spread":0.3649243188621767,"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."}}