{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002061763,0.0005314251,0.0002522637,0.0006157517,0.001860522,0.003412014,0.001715152,0.0009257989,0.01033179],"category_scores_gemma":[0.004076196,0.0002004774,0.0004084313,0.0004921251,0.001474558,0.00221841,0.003948933,0.002025739,0.002804375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00109314,"about_ca_system_score_gemma":0.002662582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004831368,"about_ca_topic_score_gemma":0.001400547,"domain_scores_codex":[0.9976094,0.001383853,0.00009077931,0.0002369327,0.0004158408,0.0002632338],"domain_scores_gemma":[0.996343,0.001380198,0.0003087243,0.0004619249,0.000449787,0.001056451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001674005,0.002139353,0.006179355,0.0005558945,0.00002966823,0.001194675,0.03392473,0.003176392,0.01279355,0.211759,0.02878185,0.6992981],"study_design_scores_gemma":[0.000252429,0.001234726,0.005732839,0.001107988,0.00004935824,0.00336946,0.06344626,0.02479759,0.01903632,0.1516219,0.7292145,0.0001366894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1536964,0.0005856928,0.6378555,0.007429409,0.0008128677,0.0007706139,0.00007710266,0.001543302,0.1972292],"genre_scores_gemma":[0.5734735,0.0006453157,0.369566,0.00131182,0.0001169271,0.001149679,0.00009829278,0.0003168736,0.05332169],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01033179,"threshold_uncertainty_score":0.03456324,"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."}}