{"id":"W4409392257","doi":"10.37602/ijrehc.2025.6214","title":"EDUCATION OUTSIDE THE CLASSROOM: FROM OPEN AIR SCHOOLS TO MODERN EDUCATIONAL PRACTICES","year":2025,"lang":"en","type":"article","venue":"International Journal of Research in Education Humanities and Commerce","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Open air; Open education; Pedagogy; Mathematics education; Sociology; Psychology; Engineering; Architectural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00240862,0.0001125107,0.0001725307,0.0007927397,0.000647245,0.0004104067,0.001372975,0.00007921583,0.0002033308],"category_scores_gemma":[0.001904973,0.00009076979,0.00004005362,0.000337092,0.000107063,0.0009589802,0.0003646305,0.001109559,0.00006944433],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000864356,"about_ca_system_score_gemma":0.009109445,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007778873,"about_ca_topic_score_gemma":0.001040493,"domain_scores_codex":[0.9974633,0.0007488094,0.0006950173,0.0002120901,0.0006238102,0.0002569018],"domain_scores_gemma":[0.9938016,0.002547361,0.0005718083,0.0002566662,0.002719551,0.0001030239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003814805,0.001398757,0.09673017,0.00006458901,0.0001290493,7.406451e-7,0.01663564,0.00005031343,0.00006001651,0.1049346,0.5740339,0.2055807],"study_design_scores_gemma":[0.0002803346,0.00004824706,0.1156031,0.001333938,0.00001044068,0.000004284539,0.09230497,0.0000256956,0.000009723038,0.1255068,0.6647879,0.00008455756],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5778354,0.002650027,0.0001483332,0.2815888,0.007634552,0.0008706959,0.00001916034,0.000008991791,0.129244],"genre_scores_gemma":[0.9464895,0.0005990107,0.0007653361,0.01216704,0.00200886,0.0003064659,0.00004706671,0.00001394422,0.03760273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3686541,"threshold_uncertainty_score":0.9988284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2907213043818948,"score_gpt":0.5818144049795586,"score_spread":0.2910931005976638,"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."}}