{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003543007,0.00007967121,0.00009506541,0.0001256459,0.0008574153,0.0001717309,0.0001497803,0.00009382331,0.0004191159],"category_scores_gemma":[0.001678914,0.00007433329,0.00001476018,0.0002675627,0.0001835901,0.0003649278,0.00009277581,0.0005036031,0.0001306144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005564206,"about_ca_system_score_gemma":0.000396529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00984627,"about_ca_topic_score_gemma":0.005045741,"domain_scores_codex":[0.9973578,0.001509237,0.000108121,0.0002467437,0.0004738733,0.0003042024],"domain_scores_gemma":[0.9990552,0.0003200344,0.0000827139,0.0001283883,0.0002162871,0.0001973531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005265427,0.000195387,0.7765296,0.00000558402,0.00001297493,5.450269e-7,0.07267131,0.000009805292,0.00007207521,0.0007716636,0.1255262,0.02415213],"study_design_scores_gemma":[0.0001975343,0.00009875867,0.02240425,0.00001753673,0.000009674895,0.000002431093,0.04400938,0.00006127833,0.00003183819,0.001995376,0.9310687,0.0001032371],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6814462,0.0006707259,0.000006595361,0.02032898,0.000254168,0.0001686237,2.154138e-7,0.00005118089,0.2970733],"genre_scores_gemma":[0.937576,0.0001128452,0.0003344218,0.0002562576,0.0008247622,0.00004897534,0.00001558974,0.00001476594,0.0608164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8055425,"threshold_uncertainty_score":0.9967473,"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."}}