{"id":"W4417106840","doi":"10.3390/educsci15121653","title":"Profiles of Classroom Management Across Five Countries: A Person-Centered Analysis of TALIS 2018 Data","year":2025,"lang":"en","type":"article","venue":"Education Sciences","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Classroom management; Construct (python library); Context (archaeology); Cultural diversity; Structural equation modeling; Class (philosophy); Variation (astronomy); Survey data collection; Latent class model","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001384288,0.0000745893,0.0002012498,0.0003651521,0.0004391945,0.00008590908,0.0009183471,0.00003574694,0.0002272038],"category_scores_gemma":[0.0002873669,0.00006680099,0.00006073912,0.00304076,0.00153202,0.0003389464,0.00009364007,0.00004170195,0.000005414299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007876012,"about_ca_system_score_gemma":0.000905018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004725743,"about_ca_topic_score_gemma":0.003446523,"domain_scores_codex":[0.9985756,0.0001594589,0.000258596,0.00033019,0.0004697531,0.0002064516],"domain_scores_gemma":[0.9989688,0.0001802121,0.0002427669,0.0003651118,0.0002028228,0.00004031003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007365769,0.0004149325,0.2872543,0.0001013251,0.0005900452,5.16057e-8,0.6088995,0.000009465605,0.00001001372,0.03558229,0.05845314,0.008677547],"study_design_scores_gemma":[0.00005746116,0.000009008233,0.09495894,0.00006162124,0.0001852634,1.363669e-8,0.8699682,0.00004184747,0.00003297445,0.0001311479,0.03449293,0.00006063514],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7852371,0.004379547,0.0005128588,0.1250653,0.003873475,0.001011387,0.0003844979,0.00007550047,0.07946023],"genre_scores_gemma":[0.9886408,0.0002387707,0.0009522031,0.0002582011,0.00004687853,0.00002611014,0.00003410858,0.000001649738,0.00980122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2610686,"threshold_uncertainty_score":0.714394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2667956999560304,"score_gpt":0.4874449277032664,"score_spread":0.220649227747236,"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."}}