{"id":"W2604228518","doi":"10.36510/learnland.v8i2.695","title":"Commentary: A Candid Look at Teacher Research and Teacher Education Today","year":2015,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Situated; Pedagogy; Teacher education; Bureaucracy; Teacher preparation; Set (abstract data type); Mathematics education; Psychology; Sociology; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02820833,0.001650225,0.002620189,0.002715564,0.02515435,0.01322712,0.009170983,0.06519333,0.006106417],"category_scores_gemma":[0.09569759,0.001297719,0.00239077,0.003828999,0.02454902,0.02153604,0.009898894,0.0992375,0.002801376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02183815,"about_ca_system_score_gemma":0.02504807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0536751,"about_ca_topic_score_gemma":0.05927303,"domain_scores_codex":[0.9705385,0.01750287,0.001740501,0.002354952,0.004910769,0.002952397],"domain_scores_gemma":[0.8742726,0.09964705,0.003761515,0.001614441,0.01176716,0.008937189],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000445138,0.00001488823,0.0001084484,0.0003266402,0.00001439955,0.001140309,0.01595975,0.00005460966,0.0001330645,0.008572713,0.9700805,0.003550185],"study_design_scores_gemma":[0.00001812433,0.00002661653,0.0002641032,0.001377979,0.0000133234,0.0007859749,0.03972011,0.00009610676,0.0001072701,0.005421052,0.9521011,0.00006821186],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001309704,0.003815766,0.00008044265,0.9635847,0.03176919,0.000005600135,0.00001110495,0.000008191819,0.0005940717],"genre_scores_gemma":[0.003571348,0.002589167,0.0001581599,0.9626158,0.02784269,0.00004507741,0.00001001066,0.0000443518,0.003123346],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9717917,"threshold_uncertainty_score":0.1584476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0630840738665878,"score_gpt":0.4285280865544266,"score_spread":0.3654440126878388,"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."}}