{"id":"W4410193510","doi":"10.19173/irrodl.v26i2.7915","title":"Critiquing the Role of Field Facilitation in Open and Distance Learning Within a Resource-Constrained Environment in the Global South","year":2025,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Facilitation; Distance education; Field (mathematics); Resource (disambiguation); Educational technology; Computer science; Open education; Knowledge management; Psychology; Mathematics education; World Wide Web","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01768196,0.00006422275,0.0001642229,0.00005898392,0.0003228008,0.0002984785,0.001226685,0.00003605881,0.00007953407],"category_scores_gemma":[0.01241508,0.00004110587,0.00001911667,0.000636103,0.000417428,0.0002768212,0.000495941,0.0007223902,0.000001580131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000138185,"about_ca_system_score_gemma":0.0002566567,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006912729,"about_ca_topic_score_gemma":0.001047481,"domain_scores_codex":[0.9951358,0.003563607,0.0003823656,0.0001947707,0.0005501836,0.0001732792],"domain_scores_gemma":[0.9956427,0.003910494,0.0001987659,0.0001334811,0.00009003563,0.00002447633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001687146,0.00009777021,0.7835701,0.0002731806,0.00002247476,0.000002886259,0.04817766,0.000949504,0.00001575106,0.1382059,0.0001473016,0.02836883],"study_design_scores_gemma":[0.0006948767,0.00009121099,0.1133224,0.00683886,0.00001185449,0.000002092221,0.5341585,0.0009766996,0.00001639317,0.01103171,0.3327451,0.0001102081],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7038742,0.02402598,0.0003420124,0.1875771,0.00007255511,0.002812755,0.00003570772,0.000008968887,0.08125073],"genre_scores_gemma":[0.9954115,0.003894956,0.00007054678,0.0001864378,0.00001122903,0.00009068872,0.00001684555,0.00000202912,0.0003157942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6702476,"threshold_uncertainty_score":0.9997003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06073240172648804,"score_gpt":0.4762419302301792,"score_spread":0.4155095285036912,"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."}}