{"id":"W4406720100","doi":"10.55559/sjahss.v4i1.469","title":"Leveraging Classroom Learning: Strengthening Instructional Supervision to Foster Teacher Development","year":2025,"lang":"en","type":"article","venue":"Sprin Journal of Arts Humanities and Social Sciences","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Psychology; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002057587,0.00008303005,0.000149974,0.0002354133,0.005152949,0.0003815056,0.0002040453,0.00004284528,0.0001323892],"category_scores_gemma":[0.0001504652,0.00006988211,0.00004256289,0.0002438797,0.000407137,0.0003823841,0.0001369379,0.0002283073,0.000001453991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001893362,"about_ca_system_score_gemma":0.0004933911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001448152,"about_ca_topic_score_gemma":0.0005856205,"domain_scores_codex":[0.9986654,0.0002064587,0.0002818736,0.0001292886,0.0005028144,0.0002141678],"domain_scores_gemma":[0.9995175,0.00009047299,0.0001326446,0.0000214651,0.0001992194,0.00003869147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004309134,0.00006380261,0.0361044,0.00001572911,0.0000402109,0.000004310493,0.6022978,0.00008891861,0.000294027,0.1360733,0.003212244,0.2217622],"study_design_scores_gemma":[0.0001914196,0.0001003663,0.01411411,0.0001010814,0.000007918598,0.000001250681,0.2705464,0.00001796613,0.00005865585,0.00229837,0.7124438,0.0001185901],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.946506,0.0001550383,0.0002835876,0.005340086,0.0004804596,0.00005424899,2.165545e-7,0.00001460399,0.04716577],"genre_scores_gemma":[0.995488,0.00003134318,0.001566023,0.0004365197,0.0003614055,9.778064e-7,2.159038e-7,0.000002795709,0.002112674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7092316,"threshold_uncertainty_score":0.9961422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06503364751373998,"score_gpt":0.3276374779698984,"score_spread":0.2626038304561585,"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."}}