{"id":"W2272088422","doi":"","title":"A Needs Assessment and a Design for a Distance Education System: The Rural Advanced Community of Learners (RACOL)","year":2003,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Distance education; Medical education; Rural community development; Needs assessment; Computer science; Mathematics education; Pedagogy; Sociology; Psychology; Geography; Medicine; Rural development; Social science","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":[0.0009881222,0.0001227066,0.0002105164,0.000351777,0.0006398326,0.00004393395,0.0002372284,0.0001052846,0.00004029565],"category_scores_gemma":[0.0008910227,0.00009950688,0.00002340135,0.0007212283,0.0007754561,0.00009363023,0.00001737305,0.0002834402,0.00000214502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359125,"about_ca_system_score_gemma":0.002775045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003350441,"about_ca_topic_score_gemma":0.0008828953,"domain_scores_codex":[0.9987162,0.0004651265,0.0002619535,0.0001352649,0.0001958752,0.0002256005],"domain_scores_gemma":[0.9971641,0.001905047,0.0002295119,0.0002441248,0.0003488853,0.0001083545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007804621,0.0001197002,0.007415789,0.00004569937,0.00001181645,1.896241e-8,0.0153734,5.352733e-7,0.00009578074,0.973565,0.0007738518,0.002590571],"study_design_scores_gemma":[0.000533835,0.0001574462,0.007808336,0.0003650789,0.00004402479,0.00000706415,0.2693217,0.00003342443,0.0001923498,0.7098866,0.01139073,0.0002594749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3554744,0.001634464,0.001918491,0.6114969,0.004605667,0.003033763,0.00004008408,0.0001289453,0.02166731],"genre_scores_gemma":[0.9954002,0.0001732469,0.00193485,0.0001422082,0.0001848362,0.001038103,0.0000120496,0.000008336518,0.001106133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6399258,"threshold_uncertainty_score":0.4922811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05462009882466957,"score_gpt":0.3667247569806246,"score_spread":0.312104658155955,"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."}}