{"id":"W4402744585","doi":"10.1615/intjinnovonlineedu.2024052890","title":"AGILE TEACHING STRATEGY FOR ONLINE CLASSROOMS","year":2024,"lang":"en","type":"article","venue":"International journal on innovations in online education","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dystonia Medical Research Foundation Canada","funders":"","keywords":"Agile software development; Mathematics education; Pedagogy; Psychology; Medical education; Computer science; Medicine; Software 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":[0.001443604,0.0001473029,0.0001197024,0.001555686,0.0003714198,0.0005825061,0.0004661391,0.000136087,0.0004081806],"category_scores_gemma":[0.001658411,0.0001522384,0.00008327363,0.0009895928,0.0000855147,0.0009895705,0.00001454829,0.0008178349,0.00003083449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001202532,"about_ca_system_score_gemma":0.003257638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001803362,"about_ca_topic_score_gemma":0.0004871431,"domain_scores_codex":[0.9979494,0.0001315627,0.0007249203,0.0002733299,0.000662067,0.0002587059],"domain_scores_gemma":[0.997651,0.0004712304,0.0002065534,0.0001165866,0.001485056,0.00006955687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001974468,0.001013004,0.0007941808,0.000009433474,0.00003772319,0.000001641176,0.002222165,0.0002832378,0.0001066888,0.7426994,0.02642047,0.2263923],"study_design_scores_gemma":[0.0002654314,0.00008532712,0.006363876,0.0004122214,0.000009966652,0.00001857481,0.01666119,0.00100705,0.00001745013,0.07720616,0.8977466,0.000206177],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6010702,0.0004775081,0.008769028,0.3205095,0.03605996,0.000857564,0.00033151,0.0002285845,0.03169613],"genre_scores_gemma":[0.9633146,0.0001421672,0.01060506,0.00372225,0.0116283,0.00007961962,0.001682456,0.00003373024,0.008791794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8713261,"threshold_uncertainty_score":0.6208101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09478988191407932,"score_gpt":0.4806781576922048,"score_spread":0.3858882757781255,"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."}}