{"id":"W4361212239","doi":"10.5539/ies.v16n2p128","title":"Defining Quality in Primary and Secondary Education","year":2023,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Methods and Teacher Development","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Experiential learning; Psychology; Curriculum; Context (archaeology); Pedagogy; Teaching method; Higher education; Content analysis; Blended learning; Active learning (machine learning); Educational technology; Sociology; Social 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":[0.0009208602,0.00009801528,0.0001291716,0.0003920941,0.00008692162,0.00008266672,0.0002849028,0.00002863268,0.00001157362],"category_scores_gemma":[0.0006605341,0.00009879226,0.00002217034,0.0004509155,0.00003973611,0.000434103,0.0002338343,0.0001130487,0.00006477351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002525031,"about_ca_system_score_gemma":0.001362927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007325095,"about_ca_topic_score_gemma":0.00001574428,"domain_scores_codex":[0.9988891,0.0000971488,0.0003210755,0.0003163491,0.0002514813,0.0001247767],"domain_scores_gemma":[0.9987687,0.0003898049,0.0001093646,0.0001606513,0.0005271856,0.0000442673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000002713977,0.0001765796,0.06367986,0.00004365408,0.000044206,3.981653e-7,0.005872522,0.000003270453,0.00005382864,0.3407522,0.01136175,0.5780091],"study_design_scores_gemma":[0.0001209341,0.000006470918,0.8784007,0.00007195073,0.000001827153,0.000007347756,0.003358509,0.00005884503,0.00005087406,0.07267303,0.04511111,0.0001383811],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8761581,0.009795459,0.004962926,0.05134537,0.01745658,0.0002880835,0.000006074828,0.0002642514,0.03972317],"genre_scores_gemma":[0.6525611,0.002029914,0.3262838,0.006495205,0.0003704611,0.0007171679,0.0001251848,0.00001878402,0.01139835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8147209,"threshold_uncertainty_score":0.4028631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1121847713693229,"score_gpt":0.455046698219381,"score_spread":0.3428619268500581,"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."}}